Pandas Profiling Report

Dataset statistics

Number of variables	30
Number of observations	8632
Missing cells	8677
Missing cells (%)	3.4%
Duplicate rows	2
Duplicate rows (%)	< 0.1%
Total size in memory	10.4 MiB
Average record size in memory	1.2 KiB

Variable types

Numeric	14
Categorical	13
URL	2
Boolean	1

Alerts

`type` has constant value "track"	Constant
`error` has constant value "{'status': 404, 'message': 'analysis not found'}"	Constant
Dataset has 2 (< 0.1%) duplicate rows	Duplicates
`artist_name` has a high cardinality: 3357 distinct values	High cardinality
`track_name` has a high cardinality: 8314 distinct values	High cardinality
`hash` has a high cardinality: 8629 distinct values	High cardinality
`id` has a high cardinality: 8517 distinct values	High cardinality
`uri` has a high cardinality: 8517 distinct values	High cardinality
`id_hash` has a high cardinality: 8629 distinct values	High cardinality
`album` has a high cardinality: 5278 distinct values	High cardinality
`release_date` has a high cardinality: 2160 distinct values	High cardinality
`isrc` has a high cardinality: 8519 distinct values	High cardinality
`energy` is highly overall correlated with `danceability` and 4 other fields	High correlation
`loudness` is highly overall correlated with `danceability` and 3 other fields	High correlation
`acousticness` is highly overall correlated with `energy` and 1 other fields	High correlation
`danceability` is highly overall correlated with `energy` and 3 other fields	High correlation
`valence` is highly overall correlated with `danceability` and 1 other fields	High correlation
`tempo` is highly overall correlated with `danceability` and 2 other fields	High correlation
`error` has 8629 (> 99.9%) missing values	Missing
`Unnamed: 0` is uniformly distributed	Uniform
`track_name` is uniformly distributed	Uniform
`hash` is uniformly distributed	Uniform
`id` is uniformly distributed	Uniform
`uri` is uniformly distributed	Uniform
`id_hash` is uniformly distributed	Uniform
`isrc` is uniformly distributed	Uniform
`plays` has 212 (2.5%) zeros	Zeros
`key` has 1017 (11.8%) zeros	Zeros
`instrumentalness` has 1164 (13.5%) zeros	Zeros
`popularity` has 166 (1.9%) zeros	Zeros

Reproduction

Analysis started	2022-11-29 20:54:42.323914
Analysis finished	2022-11-29 20:55:59.056638
Duration	1 minute and 16.73 seconds
Software version	pandas-profiling vv3.5.0
Download configuration	config.json

Unnamed: 0
Real number (ℝ)

Distinct	8630
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4555.8437

Minimum	1
Maximum	9082
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	1
5-th percentile	467.55
Q1	2281.75
median	4568.5
Q3	6826.25
95-th percentile	8627.45
Maximum	9082
Range	9081
Interquartile range (IQR)	4544.5

Descriptive statistics

Standard deviation	2622.1758
Coefficient of variation (CV)	0.57556315
Kurtosis	-1.2019863
Mean	4555.8437
Median Absolute Deviation (MAD)	2273
Skewness	-0.0079613308
Sum	39326043
Variance	6875805.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8871	2	< 0.1%
8066	2	< 0.1%
6077	1	< 0.1%
6069	1	< 0.1%
6070	1	< 0.1%
6071	1	< 0.1%
6072	1	< 0.1%
6073	1	< 0.1%
6076	1	< 0.1%
1	1	< 0.1%
Other values (8620)	8620	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%
11	1	< 0.1%
12	1	< 0.1%
13	1	< 0.1%

Value	Count	Frequency (%)
9082	1	< 0.1%
9081	1	< 0.1%
9080	1	< 0.1%
9079	1	< 0.1%
9078	1	< 0.1%
9077	1	< 0.1%
9076	1	< 0.1%
9075	1	< 0.1%
9074	1	< 0.1%
9073	1	< 0.1%

artist_name
Categorical

Distinct	3357
Distinct (%)	38.9%
Missing	0
Missing (%)	0.0%
Memory size	644.6 KiB

Justice	99
Radiohead	74
Tame Impala	73
IDLES	63
The Beatles	55
Other values (3352)	8268

Length

Max length	51
Median length	33
Mean length	10.705978
Min length	2

Characters and Unicode

Total characters	92414
Distinct characters	300
Distinct categories	17 ?
Distinct scripts	9 ?
Distinct blocks	9 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2308 ?
Unique (%)	26.7%

Sample

1st row	!!!
2nd row	00110100 01010100
3rd row	03 Greedo
4th row	070 Shake
5th row	070 Shake

Common Values

Value	Count	Frequency (%)
Justice	99	1.1%
Radiohead	74	0.9%
Tame Impala	73	0.8%
IDLES	63	0.7%
The Beatles	55	0.6%
The Strokes	54	0.6%
King Krule	48	0.6%
Tycho	47	0.5%
Allah-Las	47	0.5%
Helado Negro	45	0.5%
Other values (3347)	8027	93.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
the	813	5.1%
justice	99	0.6%
	98	0.6%
black	90	0.6%
boys	83	0.5%
impala	74	0.5%
radiohead	74	0.5%
tame	73	0.5%
of	72	0.5%
king	66	0.4%
Other values (4578)	14303	90.3%

Most occurring characters

Value	Count	Frequency (%)
e	8539	9.2%
	7213	7.8%
a	7113	7.7%
o	5251	5.7%
n	5037	5.5%
r	4867	5.3%
i	4816	5.2%
s	4278	4.6%
l	4066	4.4%
t	3318	3.6%
Other values (290)	37916	41.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	65837	71.2%
Uppercase Letter	18346	19.9%
Space Separator	7213	7.8%
Other Punctuation	394	0.4%
Decimal Number	230	0.2%
Other Letter	205	0.2%
Dash Punctuation	153	0.2%
Math Symbol	16	< 0.1%
Currency Symbol	6	< 0.1%
Modifier Letter	3	< 0.1%
Other values (7)	11	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
ا	13	6.3%
ي	8	3.9%
ل	6	2.9%
ن	5	2.4%
音	5	2.4%
س	4	2.0%
ر	4	2.0%
و	4	2.0%
동	3	1.5%
ق	3	1.5%
Other values (124)	150	73.2%

Lowercase Letter

Value	Count	Frequency (%)
e	8539	13.0%
a	7113	10.8%
o	5251	8.0%
n	5037	7.7%
r	4867	7.4%
i	4816	7.3%
s	4278	6.5%
l	4066	6.2%
t	3318	5.0%
h	2649	4.0%
Other values (74)	15903	24.2%

Uppercase Letter

Value	Count	Frequency (%)
T	1584	8.6%
S	1389	7.6%
B	1358	7.4%
M	1245	6.8%
A	1056	5.8%
D	1021	5.6%
C	963	5.2%
P	814	4.4%
J	806	4.4%
K	793	4.3%
Other values (36)	7317	39.9%

Other Punctuation

Value	Count	Frequency (%)
.	197	50.0%
&	87	22.1%
'	51	12.9%
,	22	5.6%
!	13	3.3%
/	11	2.8%
"	6	1.5%
?	3	0.8%
:	2	0.5%
•	1	0.3%

Decimal Number

Value	Count	Frequency (%)
0	60	26.1%
1	34	14.8%
3	33	14.3%
9	26	11.3%
7	24	10.4%
8	18	7.8%
5	14	6.1%
6	9	3.9%
2	8	3.5%
4	4	1.7%

Math Symbol

Value	Count	Frequency (%)
+	13	81.2%
>	3	18.8%

Modifier Letter

Value	Count	Frequency (%)
ـ	2	66.7%
ー	1	33.3%

Spacing Mark

Value	Count	Frequency (%)
ि	1	50.0%
ा	1	50.0%

Space Separator

Value	Count	Frequency (%)
	7213	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	153	100.0%

Currency Symbol

Value	Count	Frequency (%)
$	6	100.0%

Nonspacing Mark

Value	Count	Frequency (%)
्	2	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	2	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	2	100.0%

Other Symbol

Value	Count	Frequency (%)
°	1	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	1	100.0%

Final Punctuation

Value	Count	Frequency (%)
’	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	84115	91.0%
Common	8022	8.7%
Han	76	0.1%
Arabic	71	0.1%
Cyrillic	50	0.1%
Hangul	35	< 0.1%
Greek	18	< 0.1%
Katakana	16	< 0.1%
Devanagari	11	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	8539	10.2%
a	7113	8.5%
o	5251	6.2%
n	5037	6.0%
r	4867	5.8%
i	4816	5.7%
s	4278	5.1%
l	4066	4.8%
t	3318	3.9%
h	2649	3.1%
Other values (79)	34181	40.6%

Han

Value	Count	Frequency (%)
音	5	6.6%
乐	3	3.9%
工	3	3.9%
儿	2	2.6%
朵	2	2.6%
张	2	2.6%
玲	2	2.6%
睡	2	2.6%
的	2	2.6%
子	2	2.6%
Other values (51)	51	67.1%

Common

Value	Count	Frequency (%)
	7213	89.9%
.	197	2.5%
-	153	1.9%
&	87	1.1%
0	60	0.7%
'	51	0.6%
1	34	0.4%
3	33	0.4%
9	26	0.3%
7	24	0.3%
Other values (23)	144	1.8%

Hangul

Value	Count	Frequency (%)
동	3	8.6%
진	3	8.6%
박	3	8.6%
혜	2	5.7%
코	1	2.9%
그	1	2.9%
림	1	2.9%
자	1	2.9%
공	1	2.9%
체	1	2.9%
Other values (18)	18	51.4%

Cyrillic

Value	Count	Frequency (%)
н	5	10.0%
р	4	8.0%
а	4	8.0%
и	4	8.0%
о	4	8.0%
к	3	6.0%
т	3	6.0%
в	2	4.0%
м	2	4.0%
у	2	4.0%
Other values (17)	17	34.0%

Arabic

Value	Count	Frequency (%)
ا	13	18.3%
ي	8	11.3%
ل	6	8.5%
ن	5	7.0%
س	4	5.6%
ر	4	5.6%
و	4	5.6%
ق	3	4.2%
ى	3	4.2%
ة	2	2.8%
Other values (14)	19	26.8%

Greek

Value	Count	Frequency (%)
α	3	16.7%
η	2	11.1%
ς	2	11.1%
σ	1	5.6%
μ	1	5.6%
π	1	5.6%
ο	1	5.6%
ύ	1	5.6%
ζ	1	5.6%
Β	1	5.6%
Other values (4)	4	22.2%

Katakana

Value	Count	Frequency (%)
キ	2	12.5%
オ	2	12.5%
ズ	1	6.2%
ュ	1	6.2%
チ	1	6.2%
セ	1	6.2%
イ	1	6.2%
デ	1	6.2%
ト	1	6.2%
シ	1	6.2%
Other values (4)	4	25.0%

Devanagari

Value	Count	Frequency (%)
्	2	18.2%
ि	1	9.1%
स	1	9.1%
प	1	9.1%
ट	1	9.1%
ठ	1	9.1%
ा	1	9.1%
न	1	9.1%
म	1	9.1%
त	1	9.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	91901	99.4%
None	248	0.3%
CJK	76	0.1%
Arabic	73	0.1%
Cyrillic	50	0.1%
Hangul	35	< 0.1%
Katakana	18	< 0.1%
Devanagari	11	< 0.1%
Punctuation	2	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	8539	9.3%
	7213	7.8%
a	7113	7.7%
o	5251	5.7%
n	5037	5.5%
r	4867	5.3%
i	4816	5.2%
s	4278	4.7%
l	4066	4.4%
t	3318	3.6%
Other values (69)	37403	40.7%

None

Value	Count	Frequency (%)
ü	41	16.5%
é	31	12.5%
ö	26	10.5%
Ä	17	6.9%
ä	13	5.2%
ø	11	4.4%
ò	9	3.6%
í	9	3.6%
á	7	2.8%
å	6	2.4%
Other values (42)	78	31.5%

Arabic

Value	Count	Frequency (%)
ا	13	17.8%
ي	8	11.0%
ل	6	8.2%
ن	5	6.8%
س	4	5.5%
ر	4	5.5%
و	4	5.5%
ق	3	4.1%
ى	3	4.1%
ة	2	2.7%
Other values (15)	21	28.8%

CJK

Value	Count	Frequency (%)
音	5	6.6%
乐	3	3.9%
工	3	3.9%
儿	2	2.6%
朵	2	2.6%
张	2	2.6%
玲	2	2.6%
睡	2	2.6%
的	2	2.6%
子	2	2.6%
Other values (51)	51	67.1%

Cyrillic

Value	Count	Frequency (%)
н	5	10.0%
р	4	8.0%
а	4	8.0%
и	4	8.0%
о	4	8.0%
к	3	6.0%
т	3	6.0%
в	2	4.0%
м	2	4.0%
у	2	4.0%
Other values (17)	17	34.0%

Hangul

Value	Count	Frequency (%)
동	3	8.6%
진	3	8.6%
박	3	8.6%
혜	2	5.7%
코	1	2.9%
그	1	2.9%
림	1	2.9%
자	1	2.9%
공	1	2.9%
체	1	2.9%
Other values (18)	18	51.4%

Devanagari

Value	Count	Frequency (%)
्	2	18.2%
ि	1	9.1%
स	1	9.1%
प	1	9.1%
ट	1	9.1%
ठ	1	9.1%
ा	1	9.1%
न	1	9.1%
म	1	9.1%
त	1	9.1%

Katakana

Value	Count	Frequency (%)
キ	2	11.1%
オ	2	11.1%
ズ	1	5.6%
ー	1	5.6%
ュ	1	5.6%
チ	1	5.6%
セ	1	5.6%
イ	1	5.6%
デ	1	5.6%
ト	1	5.6%
Other values (6)	6	33.3%

Punctuation

Value	Count	Frequency (%)
•	1	50.0%
’	1	50.0%

track_name
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	8314
Distinct (%)	96.3%
Missing	0
Missing (%)	0.0%
Memory size	693.9 KiB

Intro	9
You and I	7
Bones	5
Gloria	5
Echoes	5
Other values (8309)	8601

Length

Max length	102
Median length	67
Mean length	15.725093
Min length	1

Characters and Unicode

Total characters	135739
Distinct characters	550
Distinct categories	20 ?
Distinct scripts	12 ?
Distinct blocks	15 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	8064 ?
Unique (%)	93.4%

Sample

1st row	So We Can Fuck
2nd row	0000 871 0003
3rd row	Substance (We Woke Up)
4th row	Guilty Conscience - Tame Impala Remix
5th row	Guilty Conscience - Tame Impala Remix Extended

Common Values

Value	Count	Frequency (%)
Intro	9	0.1%
You and I	7	0.1%
Bones	5	0.1%
Gloria	5	0.1%
Echoes	5	0.1%
You	4	< 0.1%
Home	4	< 0.1%
Untitled	4	< 0.1%
Dreams	4	< 0.1%
Smile	4	< 0.1%
Other values (8304)	8581	99.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	1035	4.1%
the	757	3.0%
you	315	1.2%
remix	295	1.2%
i	258	1.0%
feat	257	1.0%
in	247	1.0%
a	243	1.0%
to	234	0.9%
of	215	0.9%
Other values (7761)	21429	84.7%

Most occurring characters

Value	Count	Frequency (%)
	16653	12.3%
e	13025	9.6%
a	7897	5.8%
o	7621	5.6%
i	7485	5.5%
n	7032	5.2%
t	6145	4.5%
r	6020	4.4%
s	4892	3.6%
l	4446	3.3%
Other values (540)	54523	40.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	90398	66.6%
Uppercase Letter	22877	16.9%
Space Separator	16653	12.3%
Other Punctuation	1532	1.1%
Decimal Number	1366	1.0%
Dash Punctuation	955	0.7%
Close Punctuation	679	0.5%
Open Punctuation	679	0.5%
Other Letter	467	0.3%
Final Punctuation	59	< 0.1%
Other values (10)	74	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
ا	23	4.9%
ل	16	3.4%
ي	10	2.1%
ر	10	2.1%
م	7	1.5%
一	6	1.3%
ن	6	1.3%
י	5	1.1%
و	5	1.1%
ب	5	1.1%
Other values (297)	374	80.1%

Lowercase Letter

Value	Count	Frequency (%)
e	13025	14.4%
a	7897	8.7%
o	7621	8.4%
i	7485	8.3%
n	7032	7.8%
t	6145	6.8%
r	6020	6.7%
s	4892	5.4%
l	4446	4.9%
h	3323	3.7%
Other values (108)	22512	24.9%

Uppercase Letter

Value	Count	Frequency (%)
S	2032	8.9%
T	1841	8.0%
M	1560	6.8%
L	1314	5.7%
A	1292	5.6%
B	1288	5.6%
D	1254	5.5%
R	1250	5.5%
C	1103	4.8%
I	1092	4.8%
Other values (46)	8851	38.7%

Other Punctuation

Value	Count	Frequency (%)
.	494	32.2%
'	379	24.7%
,	278	18.1%
&	120	7.8%
/	93	6.1%
!	68	4.4%
?	52	3.4%
:	19	1.2%
"	16	1.0%
*	4	0.3%
Other values (5)	9	0.6%

Decimal Number

Value	Count	Frequency (%)
0	323	23.6%
2	284	20.8%
1	272	19.9%
9	113	8.3%
5	72	5.3%
3	69	5.1%
6	64	4.7%
7	63	4.6%
4	60	4.4%
8	46	3.4%

Nonspacing Mark

Value	Count	Frequency (%)
े	3	15.8%
ु	3	15.8%
̈	3	15.8%
्	2	10.5%
́	2	10.5%
̊	2	10.5%
̄	1	5.3%
ू	1	5.3%
̨	1	5.3%
̌	1	5.3%

Close Punctuation

Value	Count	Frequency (%)
)	664	97.8%
]	13	1.9%
》	2	0.3%

Open Punctuation

Value	Count	Frequency (%)
(	664	97.8%
[	13	1.9%
《	2	0.3%

Final Punctuation

Value	Count	Frequency (%)
’	54	91.5%
”	4	6.8%
»	1	1.7%

Currency Symbol

Value	Count	Frequency (%)
$	15	75.0%
€	4	20.0%
¢	1	5.0%

Initial Punctuation

Value	Count	Frequency (%)
“	4	66.7%
«	1	16.7%
‘	1	16.7%

Math Symbol

Value	Count	Frequency (%)
+	4	50.0%
↑	2	25.0%
=	2	25.0%

Modifier Symbol

Value	Count	Frequency (%)
^	2	50.0%
´	1	25.0%
`	1	25.0%

Spacing Mark

Value	Count	Frequency (%)
ा	2	50.0%
ि	1	25.0%
ी	1	25.0%

Other Symbol

Value	Count	Frequency (%)
°	1	33.3%
◯	1	33.3%
◑	1	33.3%

Dash Punctuation

Value	Count	Frequency (%)
-	952	99.7%
–	3	0.3%

Modifier Letter

Value	Count	Frequency (%)
々	1	50.0%
ー	1	50.0%

Space Separator

Value	Count	Frequency (%)
	16653	100.0%

Format

Value	Count	Frequency (%)
	4	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	4	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	113054	83.3%
Common	21973	16.2%
Cyrillic	195	0.1%
Han	178	0.1%
Arabic	120	0.1%
Hangul	104	0.1%
Devanagari	38	< 0.1%
Hebrew	32	< 0.1%
Greek	28	< 0.1%
Inherited	10	< 0.1%
Other values (2)	7	< 0.1%

Most frequent character per script

Han

Value	Count	Frequency (%)
一	6	3.4%
的	4	2.2%
干	3	1.7%
我	3	1.7%
你	3	1.7%
曲	2	1.1%
妈	2	1.1%
上	2	1.1%
人	2	1.1%
個	2	1.1%
Other values (146)	149	83.7%

Latin

Value	Count	Frequency (%)
e	13025	11.5%
a	7897	7.0%
o	7621	6.7%
i	7485	6.6%
n	7032	6.2%
t	6145	5.4%
r	6020	5.3%
s	4892	4.3%
l	4446	3.9%
h	3323	2.9%
Other values (107)	45168	40.0%

Hangul

Value	Count	Frequency (%)
요	4	3.8%
다	3	2.9%
버	3	2.9%
이	2	1.9%
기	2	1.9%
해	2	1.9%
급	2	1.9%
을	2	1.9%
아	2	1.9%
하	2	1.9%
Other values (77)	80	76.9%

Common

Value	Count	Frequency (%)
	16653	75.8%
-	952	4.3%
)	664	3.0%
(	664	3.0%
.	494	2.2%
'	379	1.7%
0	323	1.5%
2	284	1.3%
,	278	1.3%
1	272	1.2%
Other values (45)	1010	4.6%

Cyrillic

Value	Count	Frequency (%)
а	22	11.3%
е	18	9.2%
н	17	8.7%
т	14	7.2%
о	13	6.7%
л	11	5.6%
с	11	5.6%
и	9	4.6%
р	8	4.1%
в	7	3.6%
Other values (30)	65	33.3%

Arabic

Value	Count	Frequency (%)
ا	23	19.2%
ل	16	13.3%
ي	10	8.3%
ر	10	8.3%
م	7	5.8%
ن	6	5.0%
و	5	4.2%
ب	5	4.2%
ع	5	4.2%
ء	4	3.3%
Other values (17)	29	24.2%

Devanagari

Value	Count	Frequency (%)
र	4	10.5%
े	3	7.9%
ु	3	7.9%
न	3	7.9%
क	3	7.9%
्	2	5.3%
प	2	5.3%
स	2	5.3%
ा	2	5.3%
द	1	2.6%
Other values (13)	13	34.2%

Greek

Value	Count	Frequency (%)
ι	3	10.7%
α	3	10.7%
ο	3	10.7%
π	2	7.1%
ρ	2	7.1%
ε	2	7.1%
υ	2	7.1%
ί	1	3.6%
μ	1	3.6%
ς	1	3.6%
Other values (8)	8	28.6%

Hebrew

Value	Count	Frequency (%)
י	5	15.6%
ו	4	12.5%
ה	4	12.5%
ל	4	12.5%
ש	2	6.2%
ח	2	6.2%
ר	2	6.2%
ד	2	6.2%
א	2	6.2%
ן	1	3.1%
Other values (4)	4	12.5%

Inherited

Value	Count	Frequency (%)
̈	3	30.0%
́	2	20.0%
̊	2	20.0%
̄	1	10.0%
̨	1	10.0%
̌	1	10.0%

Katakana

Value	Count	Frequency (%)
ジ	1	16.7%
ア	1	16.7%
ト	1	16.7%
ド	1	16.7%
ワ	1	16.7%
ザ	1	16.7%

Hiragana

Value	Count	Frequency (%)
と	1	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	134575	99.1%
None	400	0.3%
Cyrillic	195	0.1%
CJK	177	0.1%
Arabic	120	0.1%
Hangul	104	0.1%
Punctuation	71	0.1%
Devanagari	38	< 0.1%
Hebrew	32	< 0.1%
Diacriticals	10	< 0.1%
Other values (5)	17	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	16653	12.4%
e	13025	9.7%
a	7897	5.9%
o	7621	5.7%
i	7485	5.6%
n	7032	5.2%
t	6145	4.6%
r	6020	4.5%
s	4892	3.6%
l	4446	3.3%
Other values (76)	53359	39.7%

Punctuation

Value	Count	Frequency (%)
’	54	76.1%
”	4	5.6%
	4	5.6%
“	4	5.6%
–	3	4.2%
…	1	1.4%
‘	1	1.4%

None

Value	Count	Frequency (%)
ä	47	11.8%
é	47	11.8%
ü	46	11.5%
ö	18	4.5%
í	18	4.5%
ı	17	4.2%
å	16	4.0%
ç	10	2.5%
Ü	9	2.2%
ó	9	2.2%
Other values (82)	163	40.8%

Arabic

Value	Count	Frequency (%)
ا	23	19.2%
ل	16	13.3%
ي	10	8.3%
ر	10	8.3%
م	7	5.8%
ن	6	5.0%
و	5	4.2%
ب	5	4.2%
ع	5	4.2%
ء	4	3.3%
Other values (17)	29	24.2%

Cyrillic

Value	Count	Frequency (%)
а	22	11.3%
е	18	9.2%
н	17	8.7%
т	14	7.2%
о	13	6.7%
л	11	5.6%
с	11	5.6%
и	9	4.6%
р	8	4.1%
в	7	3.6%
Other values (30)	65	33.3%

CJK

Value	Count	Frequency (%)
一	6	3.4%
的	4	2.3%
干	3	1.7%
我	3	1.7%
你	3	1.7%
曲	2	1.1%
妈	2	1.1%
上	2	1.1%
人	2	1.1%
個	2	1.1%
Other values (145)	148	83.6%

Hebrew

Value	Count	Frequency (%)
י	5	15.6%
ו	4	12.5%
ה	4	12.5%
ל	4	12.5%
ש	2	6.2%
ח	2	6.2%
ר	2	6.2%
ד	2	6.2%
א	2	6.2%
ן	1	3.1%
Other values (4)	4	12.5%

Currency Symbols

Value	Count	Frequency (%)
€	4	100.0%

Devanagari

Value	Count	Frequency (%)
र	4	10.5%
े	3	7.9%
ु	3	7.9%
न	3	7.9%
क	3	7.9%
्	2	5.3%
प	2	5.3%
स	2	5.3%
ा	2	5.3%
द	1	2.6%
Other values (13)	13	34.2%

Hangul

Value	Count	Frequency (%)
요	4	3.8%
다	3	2.9%
버	3	2.9%
이	2	1.9%
기	2	1.9%
해	2	1.9%
급	2	1.9%
을	2	1.9%
아	2	1.9%
하	2	1.9%
Other values (77)	80	76.9%

Diacriticals

Value	Count	Frequency (%)
̈	3	30.0%
́	2	20.0%
̊	2	20.0%
̄	1	10.0%
̨	1	10.0%
̌	1	10.0%

Arrows

Value	Count	Frequency (%)
↑	2	100.0%

Katakana

Value	Count	Frequency (%)
ジ	1	12.5%
ア	1	12.5%
ト	1	12.5%
ド	1	12.5%
ー	1	12.5%
ワ	1	12.5%
・	1	12.5%
ザ	1	12.5%

Hiragana

Value	Count	Frequency (%)
と	1	100.0%

Geometric Shapes

Value	Count	Frequency (%)
◯	1	50.0%
◑	1	50.0%

plays
Real number (ℝ)

Distinct	77
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.344115

Minimum	0
Maximum	4.6249728
Zeros	212
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.69314718
Q1	0.69314718
median	1.0986123
Q3	1.7917595
95-th percentile	3.0445224
Maximum	4.6249728
Range	4.6249728
Interquartile range (IQR)	1.0986123

Descriptive statistics

Standard deviation	0.79170935
Coefficient of variation (CV)	0.58901905
Kurtosis	1.3066806
Mean	1.344115
Median Absolute Deviation (MAD)	0.40546511
Skewness	1.2067841
Sum	11602.401
Variance	0.6268037
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6931471806	2967	34.4%
1.098612289	1815	21.0%
1.386294361	779	9.0%
1.609437912	614	7.1%
1.791759469	441	5.1%
1.945910149	337	3.9%
0	212	2.5%
2.079441542	201	2.3%
2.197224577	166	1.9%
2.302585093	127	1.5%
Other values (67)	973	11.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	212	2.5%
0.6931471806	2967	34.4%
1.098612289	1815	21.0%
1.386294361	779	9.0%
1.609437912	614	7.1%
1.791759469	441	5.1%
1.945910149	337	3.9%
2.079441542	201	2.3%
2.197224577	166	1.9%
2.302585093	127	1.5%

Value	Count	Frequency (%)
4.624972813	1	< 0.1%
4.615120517	1	< 0.1%
4.543294782	1	< 0.1%
4.510859507	2	< 0.1%
4.442651256	1	< 0.1%
4.406719247	1	< 0.1%
4.394449155	2	< 0.1%
4.356708827	1	< 0.1%
4.33073334	1	< 0.1%
4.317488114	1	< 0.1%

hash
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	8629
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

23134ee7b28d5abec1f2cf07b690bc8a74f8c1a5b18ef42abaf1b256990c8293	4
40826686141ecbeb2a9a032ba9b17ae9966d3b9285f651017bb33d4ed988f717	1
a26b27cdf8dcc9542472c7dfd05391226484c5c7012abfcf034e46c1d85d832c	1
4a7055c0e664822def486e17d35a974849335f614e0aef41d07a16299d914233	1
e30e5241af7634499476f163134ffdf27e446eecf2e24c003e9238816e14ce05	1
Other values (8624)	8624

Length

Max length	64
Median length	64
Mean length	64
Min length	64

Characters and Unicode

Total characters	552448
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	8628 ?
Unique (%)	> 99.9%

Sample

1st row	40826686141ecbeb2a9a032ba9b17ae9966d3b9285f651017bb33d4ed988f717
2nd row	8fe126c7d28ac465eacb644ec878ea554744d6dd7d2fef696df6e847bd133694
3rd row	5139a49bdfa4749b67c074870911e75976d58b32b076d1d7a72f4813edfe76a3
4th row	2b34ac0f1ca8fac70845b6cb894bac839ab229454203ef29b3d2bee9058fd560
5th row	283330c524139861dda440b4ea23424f6930f9b900372737d91e20213fe1c6a4

Common Values

Value	Count	Frequency (%)
23134ee7b28d5abec1f2cf07b690bc8a74f8c1a5b18ef42abaf1b256990c8293	4	< 0.1%
40826686141ecbeb2a9a032ba9b17ae9966d3b9285f651017bb33d4ed988f717	1	< 0.1%
a26b27cdf8dcc9542472c7dfd05391226484c5c7012abfcf034e46c1d85d832c	1	< 0.1%
4a7055c0e664822def486e17d35a974849335f614e0aef41d07a16299d914233	1	< 0.1%
e30e5241af7634499476f163134ffdf27e446eecf2e24c003e9238816e14ce05	1	< 0.1%
109ed5f8afde5cd1bc165cd97eed3f75edf90c25f8593ccd2978f91c3923ce53	1	< 0.1%
8f87a75b4b93d20bb7805ed50ab934bfc37cf7c870b9a1bf58221469fde2b21b	1	< 0.1%
17642e3381c64c168a4e136533cafc23f76142bc7bbd665f6f37dc3caf1928ee	1	< 0.1%
8f24e91a23390e1f140111f08173787dc44d3ab001c3bc154c9e7074f3db0059	1	< 0.1%
f95a4dacab9a612b22f6fd16c4a40b053165bf9f819b7b70499d848539c3357e	1	< 0.1%
Other values (8619)	8619	99.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
23134ee7b28d5abec1f2cf07b690bc8a74f8c1a5b18ef42abaf1b256990c8293	4	< 0.1%
2fc16d43297a76e743a6b4f55fb9dbb490fdac0c66277cffed8ee7f3aa1ee6ed	1	< 0.1%
2b34ac0f1ca8fac70845b6cb894bac839ab229454203ef29b3d2bee9058fd560	1	< 0.1%
283330c524139861dda440b4ea23424f6930f9b900372737d91e20213fe1c6a4	1	< 0.1%
ab6360e389e3f5d1195762455462751a2cafccfcb6ad56ddbf025a8c999b0b73	1	< 0.1%
3c8a3f0b83fbbf1283e05bc8e8359c3b2e0167a2846aeae1ab32a3b823b9b7dd	1	< 0.1%
5a4fe1451e61705a1b59338ee79fb383eb3efd7f57d41dc32eb2f56f1422a446	1	< 0.1%
d02f429f5cf8b05621bad75db5f28706f81333c12848cb95bf6dbab3b3b270ba	1	< 0.1%
cbe55ee5f173ea3090ec1a5bac0b7829b32295e7f869103c13068034843e2c85	1	< 0.1%
118e08bd62d0adc42bb4ca154793d8f464f408b3c20e581606ea2c8862d8eff8	1	< 0.1%
Other values (8619)	8619	99.8%

Most occurring characters

Value	Count	Frequency (%)
7	34796	6.3%
b	34700	6.3%
2	34637	6.3%
5	34612	6.3%
c	34605	6.3%
f	34599	6.3%
1	34587	6.3%
8	34582	6.3%
3	34563	6.3%
e	34480	6.2%
Other values (6)	206287	37.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	345281	62.5%
Lowercase Letter	207167	37.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
7	34796	10.1%
2	34637	10.0%
5	34612	10.0%
1	34587	10.0%
8	34582	10.0%
3	34563	10.0%
4	34451	10.0%
9	34414	10.0%
0	34336	9.9%
6	34303	9.9%

Lowercase Letter

Value	Count	Frequency (%)
b	34700	16.7%
c	34605	16.7%
f	34599	16.7%
e	34480	16.6%
a	34443	16.6%
d	34340	16.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	345281	62.5%
Latin	207167	37.5%

Most frequent character per script

Common

Value	Count	Frequency (%)
7	34796	10.1%
2	34637	10.0%
5	34612	10.0%
1	34587	10.0%
8	34582	10.0%
3	34563	10.0%
4	34451	10.0%
9	34414	10.0%
0	34336	9.9%
6	34303	9.9%

Latin

Value	Count	Frequency (%)
b	34700	16.7%
c	34605	16.7%
f	34599	16.7%
e	34480	16.6%
a	34443	16.6%
d	34340	16.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	552448	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
7	34796	6.3%
b	34700	6.3%
2	34637	6.3%
5	34612	6.3%
c	34605	6.3%
f	34599	6.3%
1	34587	6.3%
8	34582	6.3%
3	34563	6.3%
e	34480	6.2%
Other values (6)	206287	37.3%

danceability
Real number (ℝ)

Distinct	896
Distinct (%)	10.4%
Missing	3
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.56791406

Minimum	0.0565
Maximum	0.984
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	0.0565
5-th percentile	0.229
Q1	0.458
median	0.586
Q3	0.696
95-th percentile	0.826
Maximum	0.984
Range	0.9275
Interquartile range (IQR)	0.238

Descriptive statistics

Standard deviation	0.17670599
Coefficient of variation (CV)	0.31114917
Kurtosis	-0.12072063
Mean	0.56791406
Median Absolute Deviation (MAD)	0.118
Skewness	-0.46142306
Sum	4900.5304
Variance	0.031225006
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.633	37	0.4%
0.625	30	0.3%
0.641	29	0.3%
0.545	29	0.3%
0.623	28	0.3%
0.534	28	0.3%
0.705	28	0.3%
0.647	28	0.3%
0.646	27	0.3%
0.63	27	0.3%
Other values (886)	8338	96.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0565	2	< 0.1%
0.0611	1	< 0.1%
0.0612	1	< 0.1%
0.0616	1	< 0.1%
0.0627	1	< 0.1%
0.0634	1	< 0.1%
0.0639	1	< 0.1%
0.0645	1	< 0.1%
0.0646	1	< 0.1%
0.065	1	< 0.1%

Value	Count	Frequency (%)
0.984	2	< 0.1%
0.983	1	< 0.1%
0.982	1	< 0.1%
0.979	1	< 0.1%
0.978	1	< 0.1%
0.975	1	< 0.1%
0.972	1	< 0.1%
0.969	1	< 0.1%
0.967	2	< 0.1%
0.966	3	< 0.1%

energy
Real number (ℝ)

Distinct	1147
Distinct (%)	13.3%
Missing	3
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.6272399

Minimum	0.000431
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	0.000431
5-th percentile	0.177
Q1	0.487
median	0.661
Q3	0.808
95-th percentile	0.939
Maximum	1
Range	0.999569
Interquartile range (IQR)	0.321

Descriptive statistics

Standard deviation	0.2296025
Coefficient of variation (CV)	0.36605212
Kurtosis	-0.021091931
Mean	0.6272399
Median Absolute Deviation (MAD)	0.159
Skewness	-0.69102382
Sum	5412.4531
Variance	0.052717307
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.859	25	0.3%
0.781	24	0.3%
0.792	24	0.3%
0.576	23	0.3%
0.759	23	0.3%
0.724	23	0.3%
0.84	22	0.3%
0.596	22	0.3%
0.659	22	0.3%
0.882	21	0.2%
Other values (1137)	8400	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.000431	1	< 0.1%
0.000603	1	< 0.1%
0.00105	1	< 0.1%
0.00134	1	< 0.1%
0.00142	1	< 0.1%
0.00151	1	< 0.1%
0.00155	1	< 0.1%
0.00166	1	< 0.1%
0.00172	1	< 0.1%
0.0019	1	< 0.1%

Value	Count	Frequency (%)
1	2	< 0.1%
0.999	1	< 0.1%
0.998	5	0.1%
0.997	2	< 0.1%
0.996	3	< 0.1%
0.995	5	0.1%
0.994	6	0.1%
0.993	4	< 0.1%
0.992	2	< 0.1%
0.991	3	< 0.1%

key
Real number (ℝ)

Distinct	12
Distinct (%)	0.1%
Missing	3
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	5.2823039

Minimum	0
Maximum	11
Zeros	1017
Zeros (%)	11.8%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	9
95-th percentile	11
Maximum	11
Range	11
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	3.5851182
Coefficient of variation (CV)	0.67870351
Kurtosis	-1.2914473
Mean	5.2823039
Median Absolute Deviation (MAD)	3
Skewness	0.011569
Sum	45581
Variance	12.853072
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	1017	11.8%
7	987	11.4%
2	937	10.9%
9	923	10.7%
1	797	9.2%
11	742	8.6%
4	693	8.0%
5	685	7.9%
6	576	6.7%
10	509	5.9%
Other values (2)	763	8.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1017	11.8%
1	797	9.2%
2	937	10.9%
3	263	3.0%
4	693	8.0%
5	685	7.9%
6	576	6.7%
7	987	11.4%
8	500	5.8%
9	923	10.7%

Value	Count	Frequency (%)
11	742	8.6%
10	509	5.9%
9	923	10.7%
8	500	5.8%
7	987	11.4%
6	576	6.7%
5	685	7.9%
4	693	8.0%
3	263	3.0%
2	937	10.9%

loudness
Real number (ℝ)

Distinct	6067
Distinct (%)	70.3%
Missing	3
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	-8.9560783

Minimum	-46.847
Maximum	2.358
Zeros	0
Zeros (%)	0.0%
Negative	8626
Negative (%)	99.9%
Memory size	134.9 KiB

Quantile statistics

Minimum	-46.847
5-th percentile	-18.2244
Q1	-10.188
median	-7.694
Q3	-5.903
95-th percentile	-3.8208
Maximum	2.358
Range	49.205
Interquartile range (IQR)	4.285

Descriptive statistics

Standard deviation	5.3929273
Coefficient of variation (CV)	-0.60215276
Kurtosis	9.7207856
Mean	-8.9560783
Median Absolute Deviation (MAD)	2.061
Skewness	-2.732738
Sum	-77282
Variance	29.083665
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-9.043	7	0.1%
-5.174	5	0.1%
-7.081	5	0.1%
-6.52	5	0.1%
-6.312	5	0.1%
-7.159	5	0.1%
-7.441	5	0.1%
-7.415	5	0.1%
-8.172	5	0.1%
-8.055	5	0.1%
Other values (6057)	8577	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-46.847	1	< 0.1%
-42.291	1	< 0.1%
-42.013	1	< 0.1%
-41.748	1	< 0.1%
-39.904	1	< 0.1%
-39.69	1	< 0.1%
-39.154	1	< 0.1%
-38.656	1	< 0.1%
-38.605	1	< 0.1%
-38.523	1	< 0.1%

Value	Count	Frequency (%)
2.358	1	< 0.1%
2.357	1	< 0.1%
1.342	1	< 0.1%
-0.578	1	< 0.1%
-0.657	1	< 0.1%
-0.737	1	< 0.1%
-0.738	1	< 0.1%
-0.74	1	< 0.1%
-0.91	1	< 0.1%
-1.269	1	< 0.1%

mode
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	3
Missing (%)	< 0.1%
Memory size	573.2 KiB

1.0	5276
0.0	3353

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	25887
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	5276	61.1%
0.0	3353	38.8%
(Missing)	3	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	5276	61.1%
0.0	3353	38.9%

Most occurring characters

Value	Count	Frequency (%)
0	11982	46.3%
.	8629	33.3%
1	5276	20.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	17258	66.7%
Other Punctuation	8629	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	11982	69.4%
1	5276	30.6%

Other Punctuation

Value	Count	Frequency (%)
.	8629	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	25887	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	11982	46.3%
.	8629	33.3%
1	5276	20.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25887	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	11982	46.3%
.	8629	33.3%
1	5276	20.4%

speechiness
Real number (ℝ)

Distinct	1141
Distinct (%)	13.2%
Missing	3
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.078456536

Minimum	0.021859334
Maximum	0.67650954
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	0.021859334
5-th percentile	0.027323296
Q1	0.033724869
median	0.043059489
Q3	0.071203759
95-th percentile	0.27155269
Maximum	0.67650954
Range	0.65465021
Interquartile range (IQR)	0.03747889

Descriptive statistics

Standard deviation	0.10080008
Coefficient of variation (CV)	1.2847888
Kurtosis	17.510344
Mean	0.078456536
Median Absolute Deviation (MAD)	0.012239347
Skewness	3.8903961
Sum	677.00145
Variance	0.010160656
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0339182182	40	0.5%
0.03178932249	39	0.5%
0.02907324749	37	0.4%
0.03130484983	35	0.4%
0.02926749768	35	0.4%
0.03159556159	35	0.4%
0.02936460863	34	0.4%
0.03546366428	33	0.4%
0.03584965289	33	0.4%
0.0283930745	33	0.4%
Other values (1131)	8275	95.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.02185933435	1	< 0.1%
0.02225060893	1	< 0.1%
0.02234840366	1	< 0.1%
0.02254396443	1	< 0.1%
0.02273948697	2	< 0.1%
0.0228372339	1	< 0.1%
0.0233258253	1	< 0.1%
0.02342351494	1	< 0.1%
0.02352119504	1	< 0.1%
0.0236188656	3	< 0.1%

Value	Count	Frequency (%)
0.6765095394	3	< 0.1%
0.6760010217	6	0.1%
0.6754922453	3	< 0.1%
0.6749832099	6	0.1%
0.6744739153	6	0.1%
0.6739643611	8	0.1%
0.6734545472	6	0.1%
0.6729444732	6	0.1%
0.672434139	5	0.1%
0.6719235441	3	< 0.1%

acousticness
Real number (ℝ)

Distinct	2841
Distinct (%)	32.9%
Missing	3
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.20998401

Minimum	1.1999993 × 10^-6
Maximum	0.69114518
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	1.1999993 × 10^-6
5-th percentile	0.00034634002
Q1	0.016168581
median	0.11689375
Q3	0.37569295
95-th percentile	0.65315814
Maximum	0.69114518
Range	0.69114398
Interquartile range (IQR)	0.35952437

Descriptive statistics

Standard deviation	0.22218486
Coefficient of variation (CV)	1.0581037
Kurtosis	-0.73314219
Mean	0.20998401
Median Absolute Deviation (MAD)	0.11406775
Skewness	0.81663026
Sum	1811.952
Variance	0.049366112
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1552928844	17	0.2%
0.1414995623	17	0.2%
0.1663615372	16	0.2%
0.1034587084	16	0.2%
0.1213322852	16	0.2%
0.1168937515	15	0.2%
0.1133286853	15	0.2%
0.01232374969	15	0.2%
0.09803374027	14	0.2%
0.6891391592	14	0.2%
Other values (2831)	8474	98.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.19999928 × 10^-6	1	< 0.1%
1.279999181 × 10^-6	1	< 0.1%
1.299999155 × 10^-6	1	< 0.1%
1.559998783 × 10^-6	1	< 0.1%
1.769998434 × 10^-6	1	< 0.1%
2.379997168 × 10^-6	1	< 0.1%
2.729996274 × 10^-6	1	< 0.1%
2.829995996 × 10^-6	1	< 0.1%
2.98999553 × 10^-6	1	< 0.1%
3.209994848 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
0.6911451779	6	0.1%
0.6906440503	7	0.1%
0.6901426715	11	0.1%
0.6896410412	13	0.2%
0.6891391592	14	0.2%
0.6886370251	5	0.1%
0.6881346387	8	0.1%
0.6876319999	8	0.1%
0.6871291082	13	0.2%
0.6866259636	10	0.1%

instrumentalness
Real number (ℝ)

Distinct	3190
Distinct (%)	37.0%
Missing	3
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.19683822

Minimum	0
Maximum	0.69264706
Zeros	1164
Zeros (%)	13.5%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	7.6597066 × 10^-5
median	0.021957167
Q3	0.45234869
95-th percentile	0.64553133
Maximum	0.69264706
Range	0.69264706
Interquartile range (IQR)	0.4522721

Descriptive statistics

Standard deviation	0.2522644
Coefficient of variation (CV)	1.2815824
Kurtosis	-1.0661999
Mean	0.19683822
Median Absolute Deviation (MAD)	0.021957167
Skewness	0.81598869
Sum	1698.517
Variance	0.063637327
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1164	13.5%
0.6502396795	16	0.2%
0.6243328646	16	0.2%
0.6450068052	16	0.2%
0.6264730473	15	0.2%
0.6544063522	15	0.2%
0.6323350412	15	0.2%
0.6392188385	15	0.2%
0.6481498146	14	0.2%
0.6232610531	14	0.2%
Other values (3180)	7329	84.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1164	13.5%
9.999995 × 10^-7	2	< 0.1%
1.00999949 × 10^-6	1	< 0.1%
1.02999947 × 10^-6	3	< 0.1%
1.039999459 × 10^-6	1	< 0.1%
1.049999449 × 10^-6	1	< 0.1%
1.059999438 × 10^-6	1	< 0.1%
1.069999428 × 10^-6	5	0.1%
1.079999417 × 10^-6	1	< 0.1%
1.089999406 × 10^-6	2	< 0.1%

Value	Count	Frequency (%)
0.6926470555	1	< 0.1%
0.6906440503	3	< 0.1%
0.6901426715	1	< 0.1%
0.6896410412	1	< 0.1%
0.6886370251	1	< 0.1%
0.6876319999	1	< 0.1%
0.6861225656	1	< 0.1%
0.6846108495	1	< 0.1%
0.6841064359	2	< 0.1%
0.6836017677	1	< 0.1%

liveness
Real number (ℝ)

Distinct	1249
Distinct (%)	14.5%
Missing	3
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.16664131

Minimum	0.020586634
Maximum	0.68712911
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	0.020586634
5-th percentile	0.062035391
Q1	0.092943746
median	0.11689375
Q3	0.20945022
95-th percentile	0.42592112
Maximum	0.68712911
Range	0.66654247
Interquartile range (IQR)	0.11650648

Descriptive statistics

Standard deviation	0.11704926
Coefficient of variation (CV)	0.70240246
Kurtosis	3.347212
Mean	0.16664131
Median Absolute Deviation (MAD)	0.035827336
Skewness	1.8218379
Sum	1437.9478
Variance	0.01370053
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1052605107	123	1.4%
0.1043600153	112	1.3%
0.1034587084	111	1.3%
0.09984533497	105	1.2%
0.09712671073	102	1.2%
0.1007499031	101	1.2%
0.1016536537	101	1.2%
0.1025565883	99	1.1%
0.09803374027	96	1.1%
0.09621885774	94	1.1%
Other values (1239)	7585	87.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.02058663361	1	< 0.1%
0.02127213528	1	< 0.1%
0.02146790662	1	< 0.1%
0.02166363964	1	< 0.1%
0.0242046887	1	< 0.1%
0.02439988682	1	< 0.1%
0.02596010167	1	< 0.1%
0.02644717001	1	< 0.1%
0.02673929719	1	< 0.1%
0.02761516703	1	< 0.1%

Value	Count	Frequency (%)
0.6871291082	1	< 0.1%
0.6866259636	1	< 0.1%
0.6856189141	1	< 0.1%
0.6846108495	1	< 0.1%
0.6836017677	1	< 0.1%
0.6820862332	1	< 0.1%
0.6810745993	1	< 0.1%
0.679555227	1	< 0.1%
0.6785410282	2	< 0.1%
0.6775257997	1	< 0.1%

valence
Real number (ℝ)

Distinct	1256
Distinct (%)	14.6%
Missing	3
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.47789839

Minimum	0
Maximum	0.982
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.07244
Q1	0.278
median	0.476
Q3	0.677
95-th percentile	0.903
Maximum	0.982
Range	0.982
Interquartile range (IQR)	0.399

Descriptive statistics

Standard deviation	0.25360844
Coefficient of variation (CV)	0.53067439
Kurtosis	-0.96651981
Mean	0.47789839
Median Absolute Deviation (MAD)	0.199
Skewness	0.076608837
Sum	4123.7852
Variance	0.06431724
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.963	22	0.3%
0.424	22	0.3%
0.961	21	0.2%
0.389	20	0.2%
0.611	19	0.2%
0.497	18	0.2%
0.414	18	0.2%
0.529	18	0.2%
0.567	18	0.2%
0.67	18	0.2%
Other values (1246)	8435	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
0.0147	1	< 0.1%
0.0166	1	< 0.1%
0.0274	1	< 0.1%
0.0283	1	< 0.1%
0.0291	1	< 0.1%
0.0298	1	< 0.1%
0.03	1	< 0.1%
0.0303	1	< 0.1%
0.0304	1	< 0.1%

Value	Count	Frequency (%)
0.982	1	< 0.1%
0.981	1	< 0.1%
0.98	1	< 0.1%
0.979	2	< 0.1%
0.978	2	< 0.1%
0.977	2	< 0.1%
0.976	3	< 0.1%
0.975	3	< 0.1%
0.974	5	0.1%
0.973	3	< 0.1%

tempo
Real number (ℝ)

Distinct	7443
Distinct (%)	86.3%
Missing	3
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	120.95884

Minimum	35.862
Maximum	219.921
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	35.862
5-th percentile	77.1806
Q1	100.014
median	120.002
Q3	138.205
95-th percentile	172.8334
Maximum	219.921
Range	184.059
Interquartile range (IQR)	38.191

Descriptive statistics

Standard deviation	28.444694
Coefficient of variation (CV)	0.23516011
Kurtosis	-0.23487479
Mean	120.95884
Median Absolute Deviation (MAD)	19.81
Skewness	0.33727569
Sum	1043753.8
Variance	809.10061
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
120.006	9	0.1%
120.002	7	0.1%
120.044	6	0.1%
127.991	6	0.1%
109.992	6	0.1%
120.007	6	0.1%
99.999	5	0.1%
120.015	5	0.1%
140.008	5	0.1%
124.013	5	0.1%
Other values (7433)	8569	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
35.862	1	< 0.1%
42.749	1	< 0.1%
44.499	1	< 0.1%
45.01	1	< 0.1%
47.15	1	< 0.1%
49.251	1	< 0.1%
50.685	1	< 0.1%
50.786	1	< 0.1%
54.084	1	< 0.1%
54.797	1	< 0.1%

Value	Count	Frequency (%)
219.921	1	< 0.1%
216.087	1	< 0.1%
216.053	1	< 0.1%
210.164	1	< 0.1%
210.028	1	< 0.1%
206.867	1	< 0.1%
206.733	1	< 0.1%
206.488	1	< 0.1%
206.247	1	< 0.1%
206.195	1	< 0.1%

type
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	590.1 KiB

track	8632

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Characters and Unicode

Total characters	43160
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	track
2nd row	track
3rd row	track
4th row	track
5th row	track

Common Values

Value	Count	Frequency (%)
track	8632	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
track	8632	100.0%

Most occurring characters

Value	Count	Frequency (%)
t	8632	20.0%
r	8632	20.0%
a	8632	20.0%
c	8632	20.0%
k	8632	20.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	43160	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	8632	20.0%
r	8632	20.0%
a	8632	20.0%
c	8632	20.0%
k	8632	20.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	43160	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	8632	20.0%
r	8632	20.0%
a	8632	20.0%
c	8632	20.0%
k	8632	20.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	43160	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	8632	20.0%
r	8632	20.0%
a	8632	20.0%
c	8632	20.0%
k	8632	20.0%

id
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	8517
Distinct (%)	98.7%
Missing	3
Missing (%)	< 0.1%
Memory size	733.2 KiB

35tzxthMBglBMjmZ7Fn1hj	4
2a1iMaoWQ5MnvLFBDv4qkf	3
50fkJxrv0ZLTt9EHZGBOP7	3
7tDEl7uRnoGdi0SFghDCz6	2
5HYO0c3hEK8OawTw9wFPaV	2
Other values (8512)	8615

Length

Max length	22
Median length	22
Mean length	22
Min length	22

Characters and Unicode

Total characters	189838
Distinct characters	62
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	8409 ?
Unique (%)	97.5%

Sample

1st row	4knd2gQyr2DTRLfJDHcyMS
2nd row	7ns3vcnzAxjCZVYwlwazah
3rd row	2S8gTIectkC846PHdsAshC
4th row	5i5fCpsnqDJ9AfeObgd0gW
5th row	7qDUOLnOLYKTwzvCJDnYRf

Common Values

Value	Count	Frequency (%)
35tzxthMBglBMjmZ7Fn1hj	4	< 0.1%
2a1iMaoWQ5MnvLFBDv4qkf	3	< 0.1%
50fkJxrv0ZLTt9EHZGBOP7	3	< 0.1%
7tDEl7uRnoGdi0SFghDCz6	2	< 0.1%
5HYO0c3hEK8OawTw9wFPaV	2	< 0.1%
2YpeDb67231RjR0MgVLzsG	2	< 0.1%
1hp7aHiWB6zxcpehJR7xRO	2	< 0.1%
1Cy0pPvxSMndbFe9p89q2J	2	< 0.1%
5ZdhUPFJV9Yd9zuwK5RITM	2	< 0.1%
09gysnJpfQ3ublBmJDfcEC	2	< 0.1%
Other values (8507)	8605	99.7%
(Missing)	3	< 0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
35tzxthmbglbmjmz7fn1hj	4	< 0.1%
50fkjxrv0zltt9ehzgbop7	3	< 0.1%
2a1imaowq5mnvlfbdv4qkf	3	< 0.1%
4xxfq8fbhmigcygy4hv6rc	2	< 0.1%
6lozws7t3jqzz78unpgff9	2	< 0.1%
4oumlc67foplvqnue5c7kf	2	< 0.1%
4pqrsbt1uzjyd5ultfsom2	2	< 0.1%
78hago3mrvdg9si9gvkfs5	2	< 0.1%
18axbzpzbs8y3akgsxzjpb	2	< 0.1%
7ygpwy2qp3nbrxvkhvuhxy	2	< 0.1%
Other values (8507)	8605	99.7%

Most occurring characters

Value	Count	Frequency (%)
3	4143	2.2%
1	4116	2.2%
4	4057	2.1%
0	4035	2.1%
2	4023	2.1%
6	4021	2.1%
5	3946	2.1%
7	3844	2.0%
p	3018	1.6%
L	3009	1.6%
Other values (52)	151626	79.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	76225	40.2%
Uppercase Letter	75605	39.8%
Decimal Number	38008	20.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
p	3018	4.0%
i	2996	3.9%
c	2985	3.9%
y	2984	3.9%
z	2977	3.9%
b	2969	3.9%
t	2968	3.9%
x	2962	3.9%
h	2950	3.9%
j	2948	3.9%
Other values (16)	46468	61.0%

Uppercase Letter

Value	Count	Frequency (%)
L	3009	4.0%
P	2996	4.0%
F	2987	4.0%
U	2960	3.9%
Z	2957	3.9%
D	2946	3.9%
Y	2940	3.9%
H	2933	3.9%
B	2927	3.9%
A	2924	3.9%
Other values (16)	46026	60.9%

Decimal Number

Value	Count	Frequency (%)
3	4143	10.9%
1	4116	10.8%
4	4057	10.7%
0	4035	10.6%
2	4023	10.6%
6	4021	10.6%
5	3946	10.4%
7	3844	10.1%
9	2979	7.8%
8	2844	7.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	151830	80.0%
Common	38008	20.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
p	3018	2.0%
L	3009	2.0%
i	2996	2.0%
P	2996	2.0%
F	2987	2.0%
c	2985	2.0%
y	2984	2.0%
z	2977	2.0%
b	2969	2.0%
t	2968	2.0%
Other values (42)	121941	80.3%

Common

Value	Count	Frequency (%)
3	4143	10.9%
1	4116	10.8%
4	4057	10.7%
0	4035	10.6%
2	4023	10.6%
6	4021	10.6%
5	3946	10.4%
7	3844	10.1%
9	2979	7.8%
8	2844	7.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	189838	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	4143	2.2%
1	4116	2.2%
4	4057	2.1%
0	4035	2.1%
2	4023	2.1%
6	4021	2.1%
5	3946	2.1%
7	3844	2.0%
p	3018	1.6%
L	3009	1.6%
Other values (52)	151626	79.9%

uri
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	8517
Distinct (%)	98.7%
Missing	3
Missing (%)	< 0.1%
Memory size	851.2 KiB

spotify:track:35tzxthMBglBMjmZ7Fn1hj	4
spotify:track:2a1iMaoWQ5MnvLFBDv4qkf	3
spotify:track:50fkJxrv0ZLTt9EHZGBOP7	3
spotify:track:7tDEl7uRnoGdi0SFghDCz6	2
spotify:track:5HYO0c3hEK8OawTw9wFPaV	2
Other values (8512)	8615

Length

Max length	36
Median length	36
Mean length	36
Min length	36

Characters and Unicode

Total characters	310644
Distinct characters	63
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	8409 ?
Unique (%)	97.5%

Sample

1st row	spotify:track:4knd2gQyr2DTRLfJDHcyMS
2nd row	spotify:track:7ns3vcnzAxjCZVYwlwazah
3rd row	spotify:track:2S8gTIectkC846PHdsAshC
4th row	spotify:track:5i5fCpsnqDJ9AfeObgd0gW
5th row	spotify:track:7qDUOLnOLYKTwzvCJDnYRf

Common Values

Value	Count	Frequency (%)
spotify:track:35tzxthMBglBMjmZ7Fn1hj	4	< 0.1%
spotify:track:2a1iMaoWQ5MnvLFBDv4qkf	3	< 0.1%
spotify:track:50fkJxrv0ZLTt9EHZGBOP7	3	< 0.1%
spotify:track:7tDEl7uRnoGdi0SFghDCz6	2	< 0.1%
spotify:track:5HYO0c3hEK8OawTw9wFPaV	2	< 0.1%
spotify:track:2YpeDb67231RjR0MgVLzsG	2	< 0.1%
spotify:track:1hp7aHiWB6zxcpehJR7xRO	2	< 0.1%
spotify:track:1Cy0pPvxSMndbFe9p89q2J	2	< 0.1%
spotify:track:5ZdhUPFJV9Yd9zuwK5RITM	2	< 0.1%
spotify:track:09gysnJpfQ3ublBmJDfcEC	2	< 0.1%
Other values (8507)	8605	99.7%
(Missing)	3	< 0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
spotify:track:35tzxthmbglbmjmz7fn1hj	4	< 0.1%
spotify:track:50fkjxrv0zltt9ehzgbop7	3	< 0.1%
spotify:track:2a1imaowq5mnvlfbdv4qkf	3	< 0.1%
spotify:track:4xxfq8fbhmigcygy4hv6rc	2	< 0.1%
spotify:track:6lozws7t3jqzz78unpgff9	2	< 0.1%
spotify:track:4oumlc67foplvqnue5c7kf	2	< 0.1%
spotify:track:4pqrsbt1uzjyd5ultfsom2	2	< 0.1%
spotify:track:78hago3mrvdg9si9gvkfs5	2	< 0.1%
spotify:track:18axbzpzbs8y3akgsxzjpb	2	< 0.1%
spotify:track:7ygpwy2qp3nbrxvkhvuhxy	2	< 0.1%
Other values (8507)	8605	99.7%

Most occurring characters

Value	Count	Frequency (%)
t	20226	6.5%
:	17258	5.6%
p	11647	3.7%
i	11625	3.7%
c	11614	3.7%
y	11613	3.7%
s	11568	3.7%
f	11567	3.7%
k	11551	3.7%
a	11538	3.7%
Other values (53)	180437	58.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	179773	57.9%
Uppercase Letter	75605	24.3%
Decimal Number	38008	12.2%
Other Punctuation	17258	5.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	20226	11.3%
p	11647	6.5%
i	11625	6.5%
c	11614	6.5%
y	11613	6.5%
s	11568	6.4%
f	11567	6.4%
k	11551	6.4%
a	11538	6.4%
o	11532	6.4%
Other values (16)	55292	30.8%

Uppercase Letter

Value	Count	Frequency (%)
L	3009	4.0%
P	2996	4.0%
F	2987	4.0%
U	2960	3.9%
Z	2957	3.9%
D	2946	3.9%
Y	2940	3.9%
H	2933	3.9%
B	2927	3.9%
A	2924	3.9%
Other values (16)	46026	60.9%

Decimal Number

Value	Count	Frequency (%)
3	4143	10.9%
1	4116	10.8%
4	4057	10.7%
0	4035	10.6%
2	4023	10.6%
6	4021	10.6%
5	3946	10.4%
7	3844	10.1%
9	2979	7.8%
8	2844	7.5%

Other Punctuation

Value	Count	Frequency (%)
:	17258	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	255378	82.2%
Common	55266	17.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	20226	7.9%
p	11647	4.6%
i	11625	4.6%
c	11614	4.5%
y	11613	4.5%
s	11568	4.5%
f	11567	4.5%
k	11551	4.5%
a	11538	4.5%
o	11532	4.5%
Other values (42)	130897	51.3%

Common

Value	Count	Frequency (%)
:	17258	31.2%
3	4143	7.5%
1	4116	7.4%
4	4057	7.3%
0	4035	7.3%
2	4023	7.3%
6	4021	7.3%
5	3946	7.1%
7	3844	7.0%
9	2979	5.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	310644	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	20226	6.5%
:	17258	5.6%
p	11647	3.7%
i	11625	3.7%
c	11614	3.7%
y	11613	3.7%
s	11568	3.7%
f	11567	3.7%
k	11551	3.7%
a	11538	3.7%
Other values (53)	180437	58.1%

track_href
URL

Distinct	8517
Distinct (%)	98.7%
Missing	3
Missing (%)	< 0.1%
Memory size	1019.8 KiB

https://api.spotify.com/v1/tracks/35tzxthMBglBMjmZ7Fn1hj	4
https://api.spotify.com/v1/tracks/2a1iMaoWQ5MnvLFBDv4qkf	3
https://api.spotify.com/v1/tracks/50fkJxrv0ZLTt9EHZGBOP7	3
https://api.spotify.com/v1/tracks/7tDEl7uRnoGdi0SFghDCz6	2
https://api.spotify.com/v1/tracks/5HYO0c3hEK8OawTw9wFPaV	2
Other values (8512)	8615
(Missing)	3

Value	Count	Frequency (%)
https://api.spotify.com/v1/tracks/35tzxthMBglBMjmZ7Fn1hj	4	< 0.1%
https://api.spotify.com/v1/tracks/2a1iMaoWQ5MnvLFBDv4qkf	3	< 0.1%
https://api.spotify.com/v1/tracks/50fkJxrv0ZLTt9EHZGBOP7	3	< 0.1%
https://api.spotify.com/v1/tracks/7tDEl7uRnoGdi0SFghDCz6	2	< 0.1%
https://api.spotify.com/v1/tracks/5HYO0c3hEK8OawTw9wFPaV	2	< 0.1%
https://api.spotify.com/v1/tracks/2YpeDb67231RjR0MgVLzsG	2	< 0.1%
https://api.spotify.com/v1/tracks/1hp7aHiWB6zxcpehJR7xRO	2	< 0.1%
https://api.spotify.com/v1/tracks/1Cy0pPvxSMndbFe9p89q2J	2	< 0.1%
https://api.spotify.com/v1/tracks/5ZdhUPFJV9Yd9zuwK5RITM	2	< 0.1%
https://api.spotify.com/v1/tracks/09gysnJpfQ3ublBmJDfcEC	2	< 0.1%
Other values (8507)	8605	99.7%
(Missing)	3	< 0.1%

Value	Count	Frequency (%)
https	8629	> 99.9%
(Missing)	3	< 0.1%

Value	Count	Frequency (%)
api.spotify.com	8629	> 99.9%
(Missing)	3	< 0.1%

Value	Count	Frequency (%)
/v1/tracks/35tzxthMBglBMjmZ7Fn1hj	4	< 0.1%
/v1/tracks/50fkJxrv0ZLTt9EHZGBOP7	3	< 0.1%
/v1/tracks/2a1iMaoWQ5MnvLFBDv4qkf	3	< 0.1%
/v1/tracks/2wSZ6ynM06pJE8lroAhyy8	2	< 0.1%
/v1/tracks/6ta1rdmev5quOSBWe304cA	2	< 0.1%
/v1/tracks/0GDz2tPdh6FbxJxM75SQB4	2	< 0.1%
/v1/tracks/4cCoZML1dPIQxNjOwDmJGf	2	< 0.1%
/v1/tracks/4VXIryQMWpIdGgYR4TrjT1	2	< 0.1%
/v1/tracks/43zdsphuZLzwA9k4DJhU0I	2	< 0.1%
/v1/tracks/1V0mZgcXX5CAr1cGrlh6bz	2	< 0.1%
Other values (8507)	8605	99.7%
(Missing)	3	< 0.1%

Value	Count	Frequency (%)
	8629	> 99.9%
(Missing)	3	< 0.1%

Value	Count	Frequency (%)
	8629	> 99.9%
(Missing)	3	< 0.1%

analysis_url
URL

Distinct	8517
Distinct (%)	98.7%
Missing	3
Missing (%)	< 0.1%
Memory size	1.1 MiB

https://api.spotify.com/v1/audio-analysis/35tzxthMBglBMjmZ7Fn1hj	4
https://api.spotify.com/v1/audio-analysis/2a1iMaoWQ5MnvLFBDv4qkf	3
https://api.spotify.com/v1/audio-analysis/50fkJxrv0ZLTt9EHZGBOP7	3
https://api.spotify.com/v1/audio-analysis/7tDEl7uRnoGdi0SFghDCz6	2
https://api.spotify.com/v1/audio-analysis/5HYO0c3hEK8OawTw9wFPaV	2
Other values (8512)	8615
(Missing)	3

Value	Count	Frequency (%)
https://api.spotify.com/v1/audio-analysis/35tzxthMBglBMjmZ7Fn1hj	4	< 0.1%
https://api.spotify.com/v1/audio-analysis/2a1iMaoWQ5MnvLFBDv4qkf	3	< 0.1%
https://api.spotify.com/v1/audio-analysis/50fkJxrv0ZLTt9EHZGBOP7	3	< 0.1%
https://api.spotify.com/v1/audio-analysis/7tDEl7uRnoGdi0SFghDCz6	2	< 0.1%
https://api.spotify.com/v1/audio-analysis/5HYO0c3hEK8OawTw9wFPaV	2	< 0.1%
https://api.spotify.com/v1/audio-analysis/2YpeDb67231RjR0MgVLzsG	2	< 0.1%
https://api.spotify.com/v1/audio-analysis/1hp7aHiWB6zxcpehJR7xRO	2	< 0.1%
https://api.spotify.com/v1/audio-analysis/1Cy0pPvxSMndbFe9p89q2J	2	< 0.1%
https://api.spotify.com/v1/audio-analysis/5ZdhUPFJV9Yd9zuwK5RITM	2	< 0.1%
https://api.spotify.com/v1/audio-analysis/09gysnJpfQ3ublBmJDfcEC	2	< 0.1%
Other values (8507)	8605	99.7%
(Missing)	3	< 0.1%

Value	Count	Frequency (%)
https	8629	> 99.9%
(Missing)	3	< 0.1%

Value	Count	Frequency (%)
api.spotify.com	8629	> 99.9%
(Missing)	3	< 0.1%

Value	Count	Frequency (%)
/v1/audio-analysis/35tzxthMBglBMjmZ7Fn1hj	4	< 0.1%
/v1/audio-analysis/50fkJxrv0ZLTt9EHZGBOP7	3	< 0.1%
/v1/audio-analysis/2a1iMaoWQ5MnvLFBDv4qkf	3	< 0.1%
/v1/audio-analysis/2wSZ6ynM06pJE8lroAhyy8	2	< 0.1%
/v1/audio-analysis/6ta1rdmev5quOSBWe304cA	2	< 0.1%
/v1/audio-analysis/0GDz2tPdh6FbxJxM75SQB4	2	< 0.1%
/v1/audio-analysis/4cCoZML1dPIQxNjOwDmJGf	2	< 0.1%
/v1/audio-analysis/4VXIryQMWpIdGgYR4TrjT1	2	< 0.1%
/v1/audio-analysis/43zdsphuZLzwA9k4DJhU0I	2	< 0.1%
/v1/audio-analysis/1V0mZgcXX5CAr1cGrlh6bz	2	< 0.1%
Other values (8507)	8605	99.7%
(Missing)	3	< 0.1%

Value	Count	Frequency (%)
	8629	> 99.9%
(Missing)	3	< 0.1%

Value	Count	Frequency (%)
	8629	> 99.9%
(Missing)	3	< 0.1%

duration_ms
Real number (ℝ)

Distinct	7800
Distinct (%)	90.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	234376.87

Minimum	15106
Maximum	1172433
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	15106
5-th percentile	132542.85
Q1	185681.75
median	220929.5
Q3	267429.5
95-th percentile	376838.85
Maximum	1172433
Range	1157327
Interquartile range (IQR)	81747.75

Descriptive statistics

Standard deviation	83463.05
Coefficient of variation (CV)	0.35610617
Kurtosis	13.821215
Mean	234376.87
Median Absolute Deviation (MAD)	39020
Skewness	2.2592327
Sum	2.0231411 × 10⁹
Variance	6.9660806 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
192000	7	0.1%
174000	7	0.1%
200000	6	0.1%
228000	6	0.1%
180000	6	0.1%
196000	5	0.1%
186000	5	0.1%
160000	5	0.1%
213000	5	0.1%
191266	4	< 0.1%
Other values (7790)	8576	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
15106	1	< 0.1%
16545	1	< 0.1%
25575	1	< 0.1%
27293	1	< 0.1%
28813	1	< 0.1%
29754	1	< 0.1%
30000	1	< 0.1%
30373	1	< 0.1%
30826	1	< 0.1%
31546	1	< 0.1%

Value	Count	Frequency (%)
1172433	1	< 0.1%
1142213	1	< 0.1%
1074213	1	< 0.1%
1059733	1	< 0.1%
1045533	1	< 0.1%
970464	1	< 0.1%
969864	1	< 0.1%
950210	1	< 0.1%
936739	1	< 0.1%
902000	1	< 0.1%

time_signature
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	3
Missing (%)	< 0.1%
Memory size	573.2 KiB

4.0	7842
3.0	560
5.0	153
1.0	74

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	25887
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4.0
2nd row	3.0
3rd row	4.0
4th row	4.0
5th row	4.0

Common Values

Value	Count	Frequency (%)
4.0	7842	90.8%
3.0	560	6.5%
5.0	153	1.8%
1.0	74	0.9%
(Missing)	3	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4.0	7842	90.9%
3.0	560	6.5%
5.0	153	1.8%
1.0	74	0.9%

Most occurring characters

Value	Count	Frequency (%)
.	8629	33.3%
0	8629	33.3%
4	7842	30.3%
3	560	2.2%
5	153	0.6%
1	74	0.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	17258	66.7%
Other Punctuation	8629	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	8629	50.0%
4	7842	45.4%
3	560	3.2%
5	153	0.9%
1	74	0.4%

Other Punctuation

Value	Count	Frequency (%)
.	8629	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	25887	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	8629	33.3%
0	8629	33.3%
4	7842	30.3%
3	560	2.2%
5	153	0.6%
1	74	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25887	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	8629	33.3%
0	8629	33.3%
4	7842	30.3%
3	560	2.2%
5	153	0.6%
1	74	0.3%

id_hash
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	8629
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

23134ee7b28d5abec1f2cf07b690bc8a74f8c1a5b18ef42abaf1b256990c8293	4
40826686141ecbeb2a9a032ba9b17ae9966d3b9285f651017bb33d4ed988f717	1
a26b27cdf8dcc9542472c7dfd05391226484c5c7012abfcf034e46c1d85d832c	1
4a7055c0e664822def486e17d35a974849335f614e0aef41d07a16299d914233	1
e30e5241af7634499476f163134ffdf27e446eecf2e24c003e9238816e14ce05	1
Other values (8624)	8624

Length

Max length	64
Median length	64
Mean length	64
Min length	64

Characters and Unicode

Total characters	552448
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	8628 ?
Unique (%)	> 99.9%

Sample

1st row	40826686141ecbeb2a9a032ba9b17ae9966d3b9285f651017bb33d4ed988f717
2nd row	8fe126c7d28ac465eacb644ec878ea554744d6dd7d2fef696df6e847bd133694
3rd row	5139a49bdfa4749b67c074870911e75976d58b32b076d1d7a72f4813edfe76a3
4th row	2b34ac0f1ca8fac70845b6cb894bac839ab229454203ef29b3d2bee9058fd560
5th row	283330c524139861dda440b4ea23424f6930f9b900372737d91e20213fe1c6a4

Common Values

Value	Count	Frequency (%)
23134ee7b28d5abec1f2cf07b690bc8a74f8c1a5b18ef42abaf1b256990c8293	4	< 0.1%
40826686141ecbeb2a9a032ba9b17ae9966d3b9285f651017bb33d4ed988f717	1	< 0.1%
a26b27cdf8dcc9542472c7dfd05391226484c5c7012abfcf034e46c1d85d832c	1	< 0.1%
4a7055c0e664822def486e17d35a974849335f614e0aef41d07a16299d914233	1	< 0.1%
e30e5241af7634499476f163134ffdf27e446eecf2e24c003e9238816e14ce05	1	< 0.1%
109ed5f8afde5cd1bc165cd97eed3f75edf90c25f8593ccd2978f91c3923ce53	1	< 0.1%
8f87a75b4b93d20bb7805ed50ab934bfc37cf7c870b9a1bf58221469fde2b21b	1	< 0.1%
17642e3381c64c168a4e136533cafc23f76142bc7bbd665f6f37dc3caf1928ee	1	< 0.1%
8f24e91a23390e1f140111f08173787dc44d3ab001c3bc154c9e7074f3db0059	1	< 0.1%
f95a4dacab9a612b22f6fd16c4a40b053165bf9f819b7b70499d848539c3357e	1	< 0.1%
Other values (8619)	8619	99.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
23134ee7b28d5abec1f2cf07b690bc8a74f8c1a5b18ef42abaf1b256990c8293	4	< 0.1%
2fc16d43297a76e743a6b4f55fb9dbb490fdac0c66277cffed8ee7f3aa1ee6ed	1	< 0.1%
2b34ac0f1ca8fac70845b6cb894bac839ab229454203ef29b3d2bee9058fd560	1	< 0.1%
283330c524139861dda440b4ea23424f6930f9b900372737d91e20213fe1c6a4	1	< 0.1%
ab6360e389e3f5d1195762455462751a2cafccfcb6ad56ddbf025a8c999b0b73	1	< 0.1%
3c8a3f0b83fbbf1283e05bc8e8359c3b2e0167a2846aeae1ab32a3b823b9b7dd	1	< 0.1%
5a4fe1451e61705a1b59338ee79fb383eb3efd7f57d41dc32eb2f56f1422a446	1	< 0.1%
d02f429f5cf8b05621bad75db5f28706f81333c12848cb95bf6dbab3b3b270ba	1	< 0.1%
cbe55ee5f173ea3090ec1a5bac0b7829b32295e7f869103c13068034843e2c85	1	< 0.1%
118e08bd62d0adc42bb4ca154793d8f464f408b3c20e581606ea2c8862d8eff8	1	< 0.1%
Other values (8619)	8619	99.8%

Most occurring characters

Value	Count	Frequency (%)
7	34796	6.3%
b	34700	6.3%
2	34637	6.3%
5	34612	6.3%
c	34605	6.3%
f	34599	6.3%
1	34587	6.3%
8	34582	6.3%
3	34563	6.3%
e	34480	6.2%
Other values (6)	206287	37.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	345281	62.5%
Lowercase Letter	207167	37.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
7	34796	10.1%
2	34637	10.0%
5	34612	10.0%
1	34587	10.0%
8	34582	10.0%
3	34563	10.0%
4	34451	10.0%
9	34414	10.0%
0	34336	9.9%
6	34303	9.9%

Lowercase Letter

Value	Count	Frequency (%)
b	34700	16.7%
c	34605	16.7%
f	34599	16.7%
e	34480	16.6%
a	34443	16.6%
d	34340	16.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	345281	62.5%
Latin	207167	37.5%

Most frequent character per script

Common

Value	Count	Frequency (%)
7	34796	10.1%
2	34637	10.0%
5	34612	10.0%
1	34587	10.0%
8	34582	10.0%
3	34563	10.0%
4	34451	10.0%
9	34414	10.0%
0	34336	9.9%
6	34303	9.9%

Latin

Value	Count	Frequency (%)
b	34700	16.7%
c	34605	16.7%
f	34599	16.7%
e	34480	16.6%
a	34443	16.6%
d	34340	16.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	552448	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
7	34796	6.3%
b	34700	6.3%
2	34637	6.3%
5	34612	6.3%
c	34605	6.3%
f	34599	6.3%
1	34587	6.3%
8	34582	6.3%
3	34563	6.3%
e	34480	6.2%
Other values (6)	206287	37.3%

album
Categorical

Distinct	5278
Distinct (%)	61.1%
Missing	0
Missing (%)	0.0%
Memory size	706.5 KiB

Maschinen wie ich (Ungekürzt)	39
Inside In, Inside Out (15th Anniversary Deluxe)	21
The OOZ	19
Past Cloaks	19
Back to Mine: Jungle (DJ Mix)	18
Other values (5273)	8516

Length

Max length	169
Median length	92
Mean length	16.928753
Min length	1

Characters and Unicode

Total characters	146129
Distinct characters	505
Distinct categories	20 ?
Distinct scripts	12 ?
Distinct blocks	13 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4186 ?
Unique (%)	48.5%

Sample

1st row	I'm Sick of This/So We Can Fuck
2nd row	871
3rd row	Substance (We Woke Up)
4th row	Guilty Conscience (Tame Impala Remix)
5th row	Guilty Conscience (Tame Impala Remix)

Common Values

Value	Count	Frequency (%)
Maschinen wie ich (Ungekürzt)	39	0.5%
Inside In, Inside Out (15th Anniversary Deluxe)	21	0.2%
The OOZ	19	0.2%
Past Cloaks	19	0.2%
Back to Mine: Jungle (DJ Mix)	18	0.2%
Light Up Gold + Tally All The Things That You Broke	18	0.2%
Definitely Maybe (Deluxe Edition Remastered)	18	0.2%
A Cross The Universe	17	0.2%
Justice	17	0.2%
Woman Worldwide	17	0.2%
Other values (5268)	8429	97.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
the	1011	4.0%
	354	1.4%
of	319	1.3%
a	303	1.2%
in	272	1.1%
deluxe	263	1.0%
you	233	0.9%
to	216	0.9%
i	182	0.7%
edition	167	0.7%
Other values (6151)	22076	86.9%

Most occurring characters

Value	Count	Frequency (%)
	16764	11.5%
e	13889	9.5%
o	8153	5.6%
i	7831	5.4%
n	7751	5.3%
a	7717	5.3%
r	6893	4.7%
t	6362	4.4%
s	5894	4.0%
l	4874	3.3%
Other values (495)	60001	41.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	97199	66.5%
Uppercase Letter	25710	17.6%
Space Separator	16764	11.5%
Other Punctuation	1871	1.3%
Decimal Number	1376	0.9%
Open Punctuation	1172	0.8%
Close Punctuation	1172	0.8%
Other Letter	466	0.3%
Dash Punctuation	253	0.2%
Final Punctuation	43	< 0.1%
Other values (10)	103	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
ا	24	5.2%
ل	20	4.3%
ي	13	2.8%
م	12	2.6%
的	8	1.7%
و	8	1.7%
ن	7	1.5%
ر	7	1.5%
我	6	1.3%
ع	6	1.3%
Other values (261)	355	76.2%

Lowercase Letter

Value	Count	Frequency (%)
e	13889	14.3%
o	8153	8.4%
i	7831	8.1%
n	7751	8.0%
a	7717	7.9%
r	6893	7.1%
t	6362	6.5%
s	5894	6.1%
l	4874	5.0%
u	3542	3.6%
Other values (100)	24293	25.0%

Uppercase Letter

Value	Count	Frequency (%)
S	2166	8.4%
T	2110	8.2%
A	1636	6.4%
M	1575	6.1%
D	1474	5.7%
I	1342	5.2%
R	1283	5.0%
B	1261	4.9%
C	1260	4.9%
L	1253	4.9%
Other values (50)	10350	40.3%

Other Punctuation

Value	Count	Frequency (%)
.	512	27.4%
'	396	21.2%
,	300	16.0%
:	169	9.0%
/	149	8.0%
&	123	6.6%
!	102	5.5%
?	62	3.3%
"	25	1.3%
#	11	0.6%
Other values (6)	22	1.2%

Decimal Number

Value	Count	Frequency (%)
1	306	22.2%
0	292	21.2%
2	283	20.6%
9	124	9.0%
6	73	5.3%
5	70	5.1%
4	63	4.6%
3	60	4.4%
8	54	3.9%
7	51	3.7%

Math Symbol

Value	Count	Frequency (%)
+	22	55.0%
~	8	20.0%
>	3	7.5%
<	2	5.0%
=	2	5.0%
×	2	5.0%
÷	1	2.5%

Nonspacing Mark

Value	Count	Frequency (%)
्	3	30.0%
́	2	20.0%
̊	2	20.0%
े	2	20.0%
ु	1	10.0%

Open Punctuation

Value	Count	Frequency (%)
(	1126	96.1%
[	44	3.8%
《	1	0.1%
「	1	0.1%

Close Punctuation

Value	Count	Frequency (%)
)	1126	96.1%
]	44	3.8%
》	1	0.1%
」	1	0.1%

Dash Punctuation

Value	Count	Frequency (%)
-	248	98.0%
–	4	1.6%
—	1	0.4%

Spacing Mark

Value	Count	Frequency (%)
ि	2	50.0%
ा	1	25.0%
ी	1	25.0%

Final Punctuation

Value	Count	Frequency (%)
’	42	97.7%
”	1	2.3%

Currency Symbol

Value	Count	Frequency (%)
€	4	57.1%
$	3	42.9%

Initial Punctuation

Value	Count	Frequency (%)
“	1	50.0%
‘	1	50.0%

Space Separator

Value	Count	Frequency (%)
	16764	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	31	100.0%

Modifier Letter

Value	Count	Frequency (%)
ー	3	100.0%

Modifier Symbol

Value	Count	Frequency (%)
^	2	100.0%

Format

Value	Count	Frequency (%)
	2	100.0%

Other Symbol

Value	Count	Frequency (%)
®	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	122664	83.9%
Common	22740	15.6%
Cyrillic	215	0.1%
Han	163	0.1%
Arabic	133	0.1%
Hangul	72	< 0.1%
Hebrew	38	< 0.1%
Katakana	37	< 0.1%
Greek	30	< 0.1%
Devanagari	27	< 0.1%
Other values (2)	10	< 0.1%

Most frequent character per script

Han

Value	Count	Frequency (%)
的	8	4.9%
我	6	3.7%
中	3	1.8%
你	3	1.8%
大	3	1.8%
人	2	1.2%
全	2	1.2%
美	2	1.2%
干	2	1.2%
曲	2	1.2%
Other values (117)	130	79.8%

Latin

Value	Count	Frequency (%)
e	13889	11.3%
o	8153	6.6%
i	7831	6.4%
n	7751	6.3%
a	7717	6.3%
r	6893	5.6%
t	6362	5.2%
s	5894	4.8%
l	4874	4.0%
u	3542	2.9%
Other values (104)	49758	40.6%

Hangul

Value	Count	Frequency (%)
리	3	4.2%
요	3	4.2%
놀	2	2.8%
이	2	2.8%
가	2	2.8%
아	2	2.8%
자	2	2.8%
양	1	1.4%
늘	1	1.4%
은	1	1.4%
Other values (53)	53	73.6%

Common

Value	Count	Frequency (%)
	16764	73.7%
(	1126	5.0%
)	1126	5.0%
.	512	2.3%
'	396	1.7%
1	306	1.3%
,	300	1.3%
0	292	1.3%
2	283	1.2%
-	248	1.1%
Other values (46)	1387	6.1%

Cyrillic

Value	Count	Frequency (%)
а	20	9.3%
н	20	9.3%
е	19	8.8%
с	19	8.8%
и	15	7.0%
т	13	6.0%
о	12	5.6%
л	9	4.2%
р	8	3.7%
ы	7	3.3%
Other values (29)	73	34.0%

Katakana

Value	Count	Frequency (%)
ン	5	13.5%
ャ	2	5.4%
エ	2	5.4%
ト	2	5.4%
ク	2	5.4%
オ	2	5.4%
ド	2	5.4%
ジ	2	5.4%
ナ	2	5.4%
コ	2	5.4%
Other values (14)	14	37.8%

Arabic

Value	Count	Frequency (%)
ا	24	18.0%
ل	20	15.0%
ي	13	9.8%
م	12	9.0%
و	8	6.0%
ن	7	5.3%
ر	7	5.3%
ع	6	4.5%
ب	5	3.8%
ق	5	3.8%
Other values (13)	26	19.5%

Hebrew

Value	Count	Frequency (%)
ל	5	13.2%
ה	5	13.2%
ו	4	10.5%
א	4	10.5%
י	3	7.9%
ש	2	5.3%
ס	2	5.3%
ת	2	5.3%
ח	2	5.3%
נ	1	2.6%
Other values (8)	8	21.1%

Devanagari

Value	Count	Frequency (%)
न	4	14.8%
्	3	11.1%
ि	2	7.4%
य	2	7.4%
े	2	7.4%
स	2	7.4%
र	2	7.4%
म	1	3.7%
ा	1	3.7%
ु	1	3.7%
Other values (7)	7	25.9%

Greek

Value	Count	Frequency (%)
α	4	13.3%
ι	4	13.3%
ρ	3	10.0%
ο	2	6.7%
ε	2	6.7%
θ	2	6.7%
η	2	6.7%
ν	2	6.7%
Ά	1	3.3%
π	1	3.3%
Other values (7)	7	23.3%

Hiragana

Value	Count	Frequency (%)
の	2	33.3%
と	1	16.7%
に	1	16.7%
な	1	16.7%
る	1	16.7%

Inherited

Value	Count	Frequency (%)
́	2	50.0%
̊	2	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	144779	99.1%
None	589	0.4%
Cyrillic	215	0.1%
CJK	163	0.1%
Arabic	133	0.1%
Hangul	72	< 0.1%
Punctuation	55	< 0.1%
Katakana	44	< 0.1%
Hebrew	38	< 0.1%
Devanagari	27	< 0.1%
Other values (3)	14	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	16764	11.6%
e	13889	9.6%
o	8153	5.6%
i	7831	5.4%
n	7751	5.4%
a	7717	5.3%
r	6893	4.8%
t	6362	4.4%
s	5894	4.1%
l	4874	3.4%
Other values (79)	58651	40.5%

None

Value	Count	Frequency (%)
ü	159	27.0%
é	74	12.6%
ä	59	10.0%
ç	28	4.8%
ö	27	4.6%
Ç	14	2.4%
ğ	13	2.2%
ø	13	2.2%
å	12	2.0%
è	11	1.9%
Other values (77)	179	30.4%

Punctuation

Value	Count	Frequency (%)
’	42	76.4%
–	4	7.3%
…	3	5.5%
	2	3.6%
—	1	1.8%
“	1	1.8%
”	1	1.8%
‘	1	1.8%

Arabic

Value	Count	Frequency (%)
ا	24	18.0%
ل	20	15.0%
ي	13	9.8%
م	12	9.0%
و	8	6.0%
ن	7	5.3%
ر	7	5.3%
ع	6	4.5%
ب	5	3.8%
ق	5	3.8%
Other values (13)	26	19.5%

Cyrillic

Value	Count	Frequency (%)
а	20	9.3%
н	20	9.3%
е	19	8.8%
с	19	8.8%
и	15	7.0%
т	13	6.0%
о	12	5.6%
л	9	4.2%
р	8	3.7%
ы	7	3.3%
Other values (29)	73	34.0%

CJK

Value	Count	Frequency (%)
的	8	4.9%
我	6	3.7%
中	3	1.8%
你	3	1.8%
大	3	1.8%
人	2	1.2%
全	2	1.2%
美	2	1.2%
干	2	1.2%
曲	2	1.2%
Other values (117)	130	79.8%

Hebrew

Value	Count	Frequency (%)
ל	5	13.2%
ה	5	13.2%
ו	4	10.5%
א	4	10.5%
י	3	7.9%
ש	2	5.3%
ס	2	5.3%
ת	2	5.3%
ח	2	5.3%
נ	1	2.6%
Other values (8)	8	21.1%

Katakana

Value	Count	Frequency (%)
ン	5	11.4%
・	4	9.1%
ー	3	6.8%
ャ	2	4.5%
エ	2	4.5%
ト	2	4.5%
ク	2	4.5%
オ	2	4.5%
ド	2	4.5%
ジ	2	4.5%
Other values (16)	18	40.9%

Currency Symbols

Value	Count	Frequency (%)
€	4	100.0%

Devanagari

Value	Count	Frequency (%)
न	4	14.8%
्	3	11.1%
ि	2	7.4%
य	2	7.4%
े	2	7.4%
स	2	7.4%
र	2	7.4%
म	1	3.7%
ा	1	3.7%
ु	1	3.7%
Other values (7)	7	25.9%

Hangul

Value	Count	Frequency (%)
리	3	4.2%
요	3	4.2%
놀	2	2.8%
이	2	2.8%
가	2	2.8%
아	2	2.8%
자	2	2.8%
양	1	1.4%
늘	1	1.4%
은	1	1.4%
Other values (53)	53	73.6%

Diacriticals

Value	Count	Frequency (%)
́	2	50.0%
̊	2	50.0%

Hiragana

Value	Count	Frequency (%)
の	2	33.3%
と	1	16.7%
に	1	16.7%
な	1	16.7%
る	1	16.7%

release_date
Categorical

Distinct	2160
Distinct (%)	25.0%
Missing	0
Missing (%)	0.0%
Memory size	630.5 KiB

2020-02-28	47
2021-03-26	45
2021-08-27	43
2019-09-13	43
2006-01-01	42
Other values (2155)	8412

Length

Max length	10
Median length	10
Mean length	9.7925162
Min length	4

Characters and Unicode

Total characters	84529
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1082 ?
Unique (%)	12.5%

Sample

1st row	2020-05-01
2nd row	2020-12-25
3rd row	2021-02-03
4th row	2020-07-24
5th row	2020-07-24

Common Values

Value	Count	Frequency (%)
2020-02-28	47	0.5%
2021-03-26	45	0.5%
2021-08-27	43	0.5%
2019-09-13	43	0.5%
2006-01-01	42	0.5%
2021-02-26	41	0.5%
2019-10-18	41	0.5%
2021-01-15	40	0.5%
2019-06-26	39	0.5%
2021-04-30	38	0.4%
Other values (2150)	8213	95.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
2020-02-28	47	0.5%
2021-03-26	45	0.5%
2021-08-27	43	0.5%
2019-09-13	43	0.5%
2006-01-01	42	0.5%
2021-02-26	41	0.5%
2019-10-18	41	0.5%
2021-01-15	40	0.5%
2019-06-26	39	0.5%
2021-04-30	38	0.4%
Other values (2150)	8213	95.1%

Most occurring characters

Value	Count	Frequency (%)
0	21012	24.9%
-	16667	19.7%
2	16627	19.7%
1	13642	16.1%
9	3716	4.4%
8	2376	2.8%
3	2357	2.8%
6	2245	2.7%
5	2081	2.5%
7	1969	2.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	67862	80.3%
Dash Punctuation	16667	19.7%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	21012	31.0%
2	16627	24.5%
1	13642	20.1%
9	3716	5.5%
8	2376	3.5%
3	2357	3.5%
6	2245	3.3%
5	2081	3.1%
7	1969	2.9%
4	1837	2.7%

Dash Punctuation

Value	Count	Frequency (%)
-	16667	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	84529	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	21012	24.9%
-	16667	19.7%
2	16627	19.7%
1	13642	16.1%
9	3716	4.4%
8	2376	2.8%
3	2357	2.8%
6	2245	2.7%
5	2081	2.5%
7	1969	2.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	84529	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	21012	24.9%
-	16667	19.7%
2	16627	19.7%
1	13642	16.1%
9	3716	4.4%
8	2376	2.8%
3	2357	2.8%
6	2245	2.7%
5	2081	2.5%
7	1969	2.3%

explicit
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	75.9 KiB

False	7712
True	920

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	7712	89.3%
True	920	10.7%

popularity
Real number (ℝ)

Distinct	94
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.102294

Minimum	0
Maximum	98
Zeros	166
Zeros (%)	1.9%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	0
5-th percentile	6
Q1	28
median	39
Q3	51
95-th percentile	70
Maximum	98
Range	98
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	18.515046
Coefficient of variation (CV)	0.47350282
Kurtosis	-0.22524095
Mean	39.102294
Median Absolute Deviation (MAD)	12
Skewness	0.0018851425
Sum	337531
Variance	342.80694
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36	233	2.7%
35	225	2.6%
40	222	2.6%
38	215	2.5%
39	214	2.5%
43	206	2.4%
41	204	2.4%
44	201	2.3%
37	198	2.3%
34	198	2.3%
Other values (84)	6516	75.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	166	1.9%
1	85	1.0%
2	43	0.5%
3	36	0.4%
4	54	0.6%
5	42	0.5%
6	40	0.5%
7	40	0.5%
8	52	0.6%
9	52	0.6%

Value	Count	Frequency (%)
98	2	< 0.1%
96	1	< 0.1%
91	4	< 0.1%
90	2	< 0.1%
89	7	0.1%
88	4	< 0.1%
87	4	< 0.1%
86	9	0.1%
85	11	0.1%
84	14	0.2%

isrc
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	8519
Distinct (%)	98.7%
Missing	0
Missing (%)	0.0%
Memory size	649.1 KiB

ITR007900051	4
FR8EU1800030	3
GBAYE9400055	3
QM38F1700004	2
UK7MC2200061	2
Other values (8514)	8618

Length

Max length	15
Median length	12
Mean length	12.005561
Min length	12

Characters and Unicode

Total characters	103632
Distinct characters	55
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	8410 ?
Unique (%)	97.4%

Sample

1st row	GBBPW2000087
2nd row	GBXNG2015003
3rd row	USLD91730821
4th row	USUM72013244
5th row	USUM72015141

Common Values

Value	Count	Frequency (%)
ITR007900051	4	< 0.1%
FR8EU1800030	3	< 0.1%
GBAYE9400055	3	< 0.1%
QM38F1700004	2	< 0.1%
UK7MC2200061	2	< 0.1%
US2S71921056	2	< 0.1%
USSM11902498	2	< 0.1%
FR6P12100640	2	< 0.1%
GBKPL2144809	2	< 0.1%
DEC161503680	2	< 0.1%
Other values (8509)	8608	99.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
itr007900051	4	< 0.1%
gbaye9400055	3	< 0.1%
fr8eu1800030	3	< 0.1%
tcacy1763698	2	< 0.1%
usjza1929924	2	< 0.1%
gbcvz1600144	2	< 0.1%
gbcvz0902722	2	< 0.1%
gbum71801115	2	< 0.1%
gbqcp1400118	2	< 0.1%
gbqcp1400109	2	< 0.1%
Other values (8509)	8608	99.7%

Most occurring characters

Value	Count	Frequency (%)
0	18868	18.2%
1	11968	11.5%
2	7890	7.6%
9	4554	4.4%
3	4431	4.3%
7	4299	4.1%
5	4194	4.0%
6	4120	4.0%
U	3961	3.8%
4	3921	3.8%
Other values (45)	35426	34.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	68120	65.7%
Uppercase Letter	35239	34.0%
Lowercase Letter	225	0.2%
Dash Punctuation	48	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
U	3961	11.2%
S	3551	10.1%
B	3276	9.3%
G	2874	8.2%
E	2193	6.2%
M	1947	5.5%
A	1909	5.4%
Q	1465	4.2%
C	1440	4.1%
R	1291	3.7%
Other values (16)	11332	32.2%

Lowercase Letter

Value	Count	Frequency (%)
s	50	22.2%
u	50	22.2%
h	27	12.0%
c	19	8.4%
g	18	8.0%
m	17	7.6%
d	7	3.1%
y	7	3.1%
j	7	3.1%
x	4	1.8%
Other values (8)	19	8.4%

Decimal Number

Value	Count	Frequency (%)
0	18868	27.7%
1	11968	17.6%
2	7890	11.6%
9	4554	6.7%
3	4431	6.5%
7	4299	6.3%
5	4194	6.2%
6	4120	6.0%
4	3921	5.8%
8	3875	5.7%

Dash Punctuation

Value	Count	Frequency (%)
-	48	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	68168	65.8%
Latin	35464	34.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
U	3961	11.2%
S	3551	10.0%
B	3276	9.2%
G	2874	8.1%
E	2193	6.2%
M	1947	5.5%
A	1909	5.4%
Q	1465	4.1%
C	1440	4.1%
R	1291	3.6%
Other values (34)	11557	32.6%

Common

Value	Count	Frequency (%)
0	18868	27.7%
1	11968	17.6%
2	7890	11.6%
9	4554	6.7%
3	4431	6.5%
7	4299	6.3%
5	4194	6.2%
6	4120	6.0%
4	3921	5.8%
8	3875	5.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	103632	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	18868	18.2%
1	11968	11.5%
2	7890	7.6%
9	4554	4.4%
3	4431	4.3%
7	4299	4.1%
5	4194	4.0%
6	4120	4.0%
U	3961	3.8%
4	3921	3.8%
Other values (45)	35426	34.2%

error
Categorical

CONSTANT
MISSING

Distinct	1
Distinct (%)	33.3%
Missing	8629
Missing (%)	> 99.9%
Memory size	337.4 KiB

{'status': 404, 'message': 'analysis not found'}	3

Length

Max length	48
Median length	48
Mean length	48
Min length	48

Characters and Unicode

Total characters	144
Distinct characters	22
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	{'status': 404, 'message': 'analysis not found'}
2nd row	{'status': 404, 'message': 'analysis not found'}
3rd row	{'status': 404, 'message': 'analysis not found'}

Common Values

Value	Count	Frequency (%)
{'status': 404, 'message': 'analysis not found'}	3	< 0.1%
(Missing)	8629	> 99.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
status	3	16.7%
404	3	16.7%
message	3	16.7%
analysis	3	16.7%
not	3	16.7%
found	3	16.7%

Most occurring characters

Value	Count	Frequency (%)
s	18	12.5%
'	18	12.5%
	15	10.4%
a	12	8.3%
t	9	6.2%
n	9	6.2%
u	6	4.2%
:	6	4.2%
4	6	4.2%
e	6	4.2%
Other values (12)	39	27.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	87	60.4%
Other Punctuation	27	18.8%
Space Separator	15	10.4%
Decimal Number	9	6.2%
Open Punctuation	3	2.1%
Close Punctuation	3	2.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
s	18	20.7%
a	12	13.8%
t	9	10.3%
n	9	10.3%
u	6	6.9%
e	6	6.9%
o	6	6.9%
y	3	3.4%
d	3	3.4%
f	3	3.4%
Other values (4)	12	13.8%

Other Punctuation

Value	Count	Frequency (%)
'	18	66.7%
:	6	22.2%
,	3	11.1%

Decimal Number

Value	Count	Frequency (%)
4	6	66.7%
0	3	33.3%

Space Separator

Value	Count	Frequency (%)
	15	100.0%

Open Punctuation

Value	Count	Frequency (%)
{	3	100.0%

Close Punctuation

Value	Count	Frequency (%)
}	3	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	87	60.4%
Common	57	39.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
s	18	20.7%
a	12	13.8%
t	9	10.3%
n	9	10.3%
u	6	6.9%
e	6	6.9%
o	6	6.9%
y	3	3.4%
d	3	3.4%
f	3	3.4%
Other values (4)	12	13.8%

Common

Value	Count	Frequency (%)
'	18	31.6%
	15	26.3%
:	6	10.5%
4	6	10.5%
{	3	5.3%
,	3	5.3%
0	3	5.3%
}	3	5.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	144	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
s	18	12.5%
'	18	12.5%
	15	10.4%
a	12	8.3%
t	9	6.2%
n	9	6.2%
u	6	4.2%
:	6	4.2%
4	6	4.2%
e	6	4.2%
Other values (12)	39	27.1%

Auto

The auto setting is an interpretable pairwise column metric of the following mapping:

Variable_type-Variable_type : Method, Range
Categorical-Categorical : Cramer's V, [0,1]
Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
Numerical-Numerical : Spearman's ρ, [-1,1]

The number of bins used in the discretization for the Numerical-Categorical column pair can be changed using config.correlations["auto"].n_bins. The number of bins affects the granularity of the association you wish to measure.

This configuration uses the recommended metric for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	Unnamed: 0	artist_name	track_name	plays	hash	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	type	id	uri	track_href	analysis_url	duration_ms	time_signature	id_hash	album	release_date	explicit	popularity	isrc	error
0	1	!!!	So We Can Fuck	0.693147	40826686141ecbeb2a9a032ba9b17ae9966d3b9285f651017bb33d4ed988f717	0.809	0.466	9.0	-9.491	0.0	0.074458	0.000072	0.614645	0.109751	0.7200	120.002	track	4knd2gQyr2DTRLfJDHcyMS	spotify:track:4knd2gQyr2DTRLfJDHcyMS	https://api.spotify.com/v1/tracks/4knd2gQyr2DTRLfJDHcyMS	https://api.spotify.com/v1/audio-analysis/4knd2gQyr2DTRLfJDHcyMS	296500	4.0	40826686141ecbeb2a9a032ba9b17ae9966d3b9285f651017bb33d4ed988f717	I'm Sick of This/So We Can Fuck	2020-05-01	False	28	GBBPW2000087	NaN
1	5	00110100 01010100	0000 871 0003	1.098612	8fe126c7d28ac465eacb644ec878ea554744d6dd7d2fef696df6e847bd133694	0.395	0.260	2.0	-16.153	0.0	0.046884	0.558472	0.614104	0.108854	0.0724	152.546	track	7ns3vcnzAxjCZVYwlwazah	spotify:track:7ns3vcnzAxjCZVYwlwazah	https://api.spotify.com/v1/tracks/7ns3vcnzAxjCZVYwlwazah	https://api.spotify.com/v1/audio-analysis/7ns3vcnzAxjCZVYwlwazah	75417	3.0	8fe126c7d28ac465eacb644ec878ea554744d6dd7d2fef696df6e847bd133694	871	2020-12-25	False	33	GBXNG2015003	NaN
2	6	03 Greedo	Substance (We Woke Up)	1.386294	5139a49bdfa4749b67c074870911e75976d58b32b076d1d7a72f4813edfe76a3	0.730	0.540	3.0	-5.979	0.0	0.050693	0.309688	0.000000	0.148420	0.3270	141.954	track	2S8gTIectkC846PHdsAshC	spotify:track:2S8gTIectkC846PHdsAshC	https://api.spotify.com/v1/tracks/2S8gTIectkC846PHdsAshC	https://api.spotify.com/v1/audio-analysis/2S8gTIectkC846PHdsAshC	236619	4.0	5139a49bdfa4749b67c074870911e75976d58b32b076d1d7a72f4813edfe76a3	Substance (We Woke Up)	2021-02-03	True	62	USLD91730821	NaN
3	7	070 Shake	Guilty Conscience - Tame Impala Remix	1.098612	2b34ac0f1ca8fac70845b6cb894bac839ab229454203ef29b3d2bee9058fd560	0.415	0.878	1.0	-3.650	0.0	0.277632	0.054867	0.003474	0.200489	0.3090	191.777	track	5i5fCpsnqDJ9AfeObgd0gW	spotify:track:5i5fCpsnqDJ9AfeObgd0gW	https://api.spotify.com/v1/tracks/5i5fCpsnqDJ9AfeObgd0gW	https://api.spotify.com/v1/audio-analysis/5i5fCpsnqDJ9AfeObgd0gW	214986	4.0	2b34ac0f1ca8fac70845b6cb894bac839ab229454203ef29b3d2bee9058fd560	Guilty Conscience (Tame Impala Remix)	2020-07-24	False	60	USUM72013244	NaN
4	8	070 Shake	Guilty Conscience - Tame Impala Remix Extended	0.693147	283330c524139861dda440b4ea23424f6930f9b900372737d91e20213fe1c6a4	0.426	0.850	9.0	-4.754	1.0	0.235862	0.070365	0.006270	0.137150	0.2130	191.928	track	7qDUOLnOLYKTwzvCJDnYRf	spotify:track:7qDUOLnOLYKTwzvCJDnYRf	https://api.spotify.com/v1/tracks/7qDUOLnOLYKTwzvCJDnYRf	https://api.spotify.com/v1/audio-analysis/7qDUOLnOLYKTwzvCJDnYRf	287066	4.0	283330c524139861dda440b4ea23424f6930f9b900372737d91e20213fe1c6a4	Guilty Conscience (Tame Impala Remix)	2020-07-24	False	38	USUM72015141	NaN
5	9	070 Shake	Guilty Conscience - Tame Impala Remix Instrumental	0.693147	ab6360e389e3f5d1195762455462751a2cafccfcb6ad56ddbf025a8c999b0b73	0.518	0.815	9.0	-7.016	1.0	0.089841	0.072972	0.638691	0.161268	0.0716	191.862	track	2nwc1w2yyOXPCyTaphRQGN	spotify:track:2nwc1w2yyOXPCyTaphRQGN	https://api.spotify.com/v1/tracks/2nwc1w2yyOXPCyTaphRQGN	https://api.spotify.com/v1/audio-analysis/2nwc1w2yyOXPCyTaphRQGN	285933	4.0	ab6360e389e3f5d1195762455462751a2cafccfcb6ad56ddbf025a8c999b0b73	Guilty Conscience (Tame Impala Remix)	2020-07-24	False	33	USUM72015142	NaN
6	10	070 Shake	The Pines	0.693147	3c8a3f0b83fbbf1283e05bc8e8359c3b2e0167a2846aeae1ab32a3b823b9b7dd	0.522	0.439	9.0	-7.037	0.0	0.033918	0.033918	0.000009	0.353470	0.1760	163.927	track	0uTw7TNnYn64XmCAo5jr0c	spotify:track:0uTw7TNnYn64XmCAo5jr0c	https://api.spotify.com/v1/tracks/0uTw7TNnYn64XmCAo5jr0c	https://api.spotify.com/v1/audio-analysis/0uTw7TNnYn64XmCAo5jr0c	213613	4.0	3c8a3f0b83fbbf1283e05bc8e8359c3b2e0167a2846aeae1ab32a3b823b9b7dd	Modus Vivendi	2020-01-17	False	46	USUM71925530	NaN
7	11	100 gecs	800db cloud	0.693147	5a4fe1451e61705a1b59338ee79fb383eb3efd7f57d41dc32eb2f56f1422a446	0.434	0.846	8.0	-5.310	1.0	0.398776	0.129272	0.000016	0.126633	0.4880	141.617	track	5N7X3lGWDi4P0v2h9Vs9mF	spotify:track:5N7X3lGWDi4P0v2h9Vs9mF	https://api.spotify.com/v1/tracks/5N7X3lGWDi4P0v2h9Vs9mF	https://api.spotify.com/v1/audio-analysis/5N7X3lGWDi4P0v2h9Vs9mF	103940	4.0	5a4fe1451e61705a1b59338ee79fb383eb3efd7f57d41dc32eb2f56f1422a446	1000 gecs and The Tree of Clues	2020-07-10	False	34	USAT22000181	NaN
8	12	100 gecs	bloodstains	0.693147	d02f429f5cf8b05621bad75db5f28706f81333c12848cb95bf6dbab3b3b270ba	0.547	0.398	10.0	-9.142	1.0	0.432432	0.167208	0.000436	0.268499	0.4060	87.373	track	1j581GCDFQ9P8xd6fyjgLt	spotify:track:1j581GCDFQ9P8xd6fyjgLt	https://api.spotify.com/v1/tracks/1j581GCDFQ9P8xd6fyjgLt	https://api.spotify.com/v1/audio-analysis/1j581GCDFQ9P8xd6fyjgLt	129015	4.0	d02f429f5cf8b05621bad75db5f28706f81333c12848cb95bf6dbab3b3b270ba	100 gecs	2017-01-02	False	50	TCADL1841679	NaN
9	13	100 gecs	hand crushed by a mallet	3.713572	cbe55ee5f173ea3090ec1a5bac0b7829b32295e7f869103c13068034843e2c85	0.659	0.473	1.0	-7.306	0.0	0.117783	0.242162	0.000000	0.246860	0.7880	84.505	track	7CUkeiG7QtB7tPU9f8SANS	spotify:track:7CUkeiG7QtB7tPU9f8SANS	https://api.spotify.com/v1/tracks/7CUkeiG7QtB7tPU9f8SANS	https://api.spotify.com/v1/audio-analysis/7CUkeiG7QtB7tPU9f8SANS	126616	4.0	cbe55ee5f173ea3090ec1a5bac0b7829b32295e7f869103c13068034843e2c85	1000 gecs	2019-05-31	True	61	USAT22000422	NaN

	Unnamed: 0	artist_name	track_name	hash	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	type	id	uri	track_href	analysis_url	duration_ms	time_signature	id_hash	album	release_date	explicit	popularity	isrc	error
8622	9073	XANAKIN SKYWOK	Genie	003ce4979f8bf3952ee9b53393755fae0d504b1ffd0f74ace1a9bc7409942a53	0.772	0.805	1.0	-10.150	1.0	0.161268	0.104360	0.000141	0.317726	0.6020	92.995	track	1Bm0XhZlpe3EqcH8FUlJiH	spotify:track:1Bm0XhZlpe3EqcH8FUlJiH	https://api.spotify.com/v1/tracks/1Bm0XhZlpe3EqcH8FUlJiH	https://api.spotify.com/v1/audio-analysis/1Bm0XhZlpe3EqcH8FUlJiH	141222	4.0	003ce4979f8bf3952ee9b53393755fae0d504b1ffd0f74ace1a9bc7409942a53	Genie	2020-01-24	True	30	QZFYZ2050205	NaN
8623	9074	Auðn	Þjáning Heillar Þjóðar	330af1ff5368f313c7ef78fd95d8eb1c67993f72f47dcf7c3c623da425fd349f	0.153	0.608	1.0	-12.262	0.0	0.038162	0.000165	0.611395	0.112435	0.0365	100.018	track	7tRTy6peaaYpdUPBuuG48b	spotify:track:7tRTy6peaaYpdUPBuuG48b	https://api.spotify.com/v1/tracks/7tRTy6peaaYpdUPBuuG48b	https://api.spotify.com/v1/audio-analysis/7tRTy6peaaYpdUPBuuG48b	310726	4.0	330af1ff5368f313c7ef78fd95d8eb1c67993f72f47dcf7c3c623da425fd349f	Auðn	2015-11-04	False	22	QM2PV1559440	NaN
8624	9075	Pornofilmy	Молодежный бунт	90cf8fb9d9d9ed5177ed2609c5ec36542c363b39ce4602af7ca3c57e5d6549fb	0.584	0.546	7.0	-6.473	1.0	0.121332	0.024595	0.000530	0.094492	0.5520	80.921	track	20Gfb7tnqty0P2OZZHoMuL	spotify:track:20Gfb7tnqty0P2OZZHoMuL	https://api.spotify.com/v1/tracks/20Gfb7tnqty0P2OZZHoMuL	https://api.spotify.com/v1/audio-analysis/20Gfb7tnqty0P2OZZHoMuL	288333	4.0	90cf8fb9d9d9ed5177ed2609c5ec36542c363b39ce4602af7ca3c57e5d6549fb	Русская мечта. Часть 1	2015-09-28	True	28	SMRUS0022309	NaN
8625	9076	Барбитурный	Экватор	e930b687bbc4a7fae88d1225a7d6c75f62fbd13d0f4ee7936651340ecb7925ce	0.953	0.429	1.0	-9.197	1.0	0.305276	0.003075	0.013903	0.103459	0.0789	110.010	track	3QVxaX9eb8t3QHvxxKKGNY	spotify:track:3QVxaX9eb8t3QHvxxKKGNY	https://api.spotify.com/v1/tracks/3QVxaX9eb8t3QHvxxKKGNY	https://api.spotify.com/v1/audio-analysis/3QVxaX9eb8t3QHvxxKKGNY	192026	4.0	e930b687bbc4a7fae88d1225a7d6c75f62fbd13d0f4ee7936651340ecb7925ce	ЧЧ	2020-07-21	True	13	FRX282004226	NaN
8626	9077	Alfredo Olivas	El Problema - Versión Banda	ae9b0a36ea419c805400bff55e898ab2d27b6161a72f0ead2a1a809574d9f9a5	0.718	0.650	7.0	-4.093	1.0	0.043538	0.199670	0.000002	0.116004	0.9750	149.769	track	30pKCtnq9axMXlyLat7Rnu	spotify:track:30pKCtnq9axMXlyLat7Rnu	https://api.spotify.com/v1/tracks/30pKCtnq9axMXlyLat7Rnu	https://api.spotify.com/v1/audio-analysis/30pKCtnq9axMXlyLat7Rnu	195893	3.0	ae9b0a36ea419c805400bff55e898ab2d27b6161a72f0ead2a1a809574d9f9a5	La Rueda De La Fortuna	2017-08-18	False	69	QM7RD1600028	NaN
8627	9078	艾玲玲	白面书生 - 成语故事	de417044ab37e36d92e3516e6a6e356e2a177bb4002ebcb0a1bfbdd755d270bb	0.647	0.447	10.0	-8.524	1.0	0.339325	0.684106	0.000000	0.043347	0.6040	89.456	track	03eSBByFWmLwgqX7TxRrrb	spotify:track:03eSBByFWmLwgqX7TxRrrb	https://api.spotify.com/v1/tracks/03eSBByFWmLwgqX7TxRrrb	https://api.spotify.com/v1/audio-analysis/03eSBByFWmLwgqX7TxRrrb	225551	5.0	de417044ab37e36d92e3516e6a6e356e2a177bb4002ebcb0a1bfbdd755d270bb	中国少儿成语故事大全(一)	2022-04-06	False	0	FR59R2258223	NaN
8628	9079	时髦婴儿睡觉音乐	分类(音乐)	6c3fd24188e2583f5231edafb564dffe56a0ad0168bc68c08ee89a0b90663e47	0.752	0.114	10.0	-16.411	1.0	0.069153	0.670902	0.642906	0.104360	0.1900	124.014	track	3VgNf9XKnV3koqMFXgkTWa	spotify:track:3VgNf9XKnV3koqMFXgkTWa	https://api.spotify.com/v1/tracks/3VgNf9XKnV3koqMFXgkTWa	https://api.spotify.com/v1/audio-analysis/3VgNf9XKnV3koqMFXgkTWa	139412	4.0	6c3fd24188e2583f5231edafb564dffe56a0ad0168bc68c08ee89a0b90663e47	睡眠(分类)	2021-02-09	False	0	QZFQ58975216	NaN
8629	9080	Hilang Child	Loss	1a89d3fe25f6e6debf7724e2aada51c3f2532232d645eb186e04621ee2783ef0	0.164	0.587	7.0	-12.394	0.0	0.052498	0.224742	0.545807	0.385262	0.0775	81.777	track	78iatjUprJbkk0THCcMUca	spotify:track:78iatjUprJbkk0THCcMUca	https://api.spotify.com/v1/tracks/78iatjUprJbkk0THCcMUca	https://api.spotify.com/v1/audio-analysis/78iatjUprJbkk0THCcMUca	238000	5.0	1a89d3fe25f6e6debf7724e2aada51c3f2532232d645eb186e04621ee2783ef0	Seimbang / Balance	2021-11-19	False	0	GBKPL2169433	NaN
8630	9081	Lee Yun Jung	엄마배가 풍선만해 졌어요 - Melody Version	8cb24c547c10b8be489ebc24044ed4600598a7cf8cff408e66e50a587aad5ee7	0.811	0.480	0.0	-11.318	1.0	0.103459	0.193097	0.583332	0.073715	0.8270	124.004	track	6vzXFOXK5AhoARJC4DjsY8	spotify:track:6vzXFOXK5AhoARJC4DjsY8	https://api.spotify.com/v1/tracks/6vzXFOXK5AhoARJC4DjsY8	https://api.spotify.com/v1/audio-analysis/6vzXFOXK5AhoARJC4DjsY8	130298	4.0	8cb24c547c10b8be489ebc24044ed4600598a7cf8cff408e66e50a587aad5ee7	가족-엄마배가 풍선만해 졌어요	2018-05-14	False	0	KRZ291811549	NaN
8631	9082	MasterGarage	Medley Lecce (Mix parody)	c59a37bb9ee00ae27ad1aa0e43e566d3b32db11d0c130daea575a3c4f17718eb	0.411	0.858	6.0	-3.584	0.0	0.200489	0.080473	0.000000	0.640274	0.8620	90.385	track	6NFcMPxPcqtVNi2Sfr0vf0	spotify:track:6NFcMPxPcqtVNi2Sfr0vf0	https://api.spotify.com/v1/tracks/6NFcMPxPcqtVNi2Sfr0vf0	https://api.spotify.com/v1/audio-analysis/6NFcMPxPcqtVNi2Sfr0vf0	253560	4.0	c59a37bb9ee00ae27ad1aa0e43e566d3b32db11d0c130daea575a3c4f17718eb	The Lesionati	2021-06-30	False	3	US3DF2193423	NaN

Most frequently occurring

	Unnamed: 0	artist_name	track_name	plays	hash	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	type	id	uri	track_href	analysis_url	duration_ms	time_signature	id_hash	album	release_date	explicit	popularity	isrc	error	# duplicates
0	8066	Umberto Tozzi	Gloria	1.386294	23134ee7b28d5abec1f2cf07b690bc8a74f8c1a5b18ef42abaf1b256990c8293	0.784	0.677	4.0	-12.301	1.0	0.045738	0.155293	0.000012	0.206201	0.879	131.618	track	35tzxthMBglBMjmZ7Fn1hj	spotify:track:35tzxthMBglBMjmZ7Fn1hj	https://api.spotify.com/v1/tracks/35tzxthMBglBMjmZ7Fn1hj	https://api.spotify.com/v1/audio-analysis/35tzxthMBglBMjmZ7Fn1hj	264674	4.0	23134ee7b28d5abec1f2cf07b690bc8a74f8c1a5b18ef42abaf1b256990c8293	Gloria	1979-01-01	False	63	ITR007900051	NaN	2
1	8871	Umberto Tozzi	Gloria	0.000000	23134ee7b28d5abec1f2cf07b690bc8a74f8c1a5b18ef42abaf1b256990c8293	0.784	0.677	4.0	-12.301	1.0	0.045738	0.155293	0.000012	0.206201	0.879	131.618	track	35tzxthMBglBMjmZ7Fn1hj	spotify:track:35tzxthMBglBMjmZ7Fn1hj	https://api.spotify.com/v1/tracks/35tzxthMBglBMjmZ7Fn1hj	https://api.spotify.com/v1/audio-analysis/35tzxthMBglBMjmZ7Fn1hj	264674	4.0	23134ee7b28d5abec1f2cf07b690bc8a74f8c1a5b18ef42abaf1b256990c8293	Gloria	1979-01-01	False	63	ITR007900051	NaN	2

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Lowercase Letter

Uppercase Letter

Other Punctuation

Decimal Number

Math Symbol

Modifier Letter

Spacing Mark

Space Separator

Dash Punctuation

Currency Symbol

Nonspacing Mark

Close Punctuation

Open Punctuation

Other Symbol

Connector Punctuation

Final Punctuation

Most occurring scripts

Most frequent character per script

Latin

Han

Common

Hangul

Cyrillic

Arabic

Greek

Katakana

Devanagari

Most occurring blocks

Most frequent character per block

ASCII

None

Arabic

CJK

Cyrillic

Hangul

Devanagari

Katakana

Punctuation

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Lowercase Letter

Uppercase Letter

Other Punctuation

Decimal Number

Nonspacing Mark

Close Punctuation

Open Punctuation

Final Punctuation

Currency Symbol

Initial Punctuation

Math Symbol

Modifier Symbol

Spacing Mark

Other Symbol

Dash Punctuation

Modifier Letter

Space Separator

Format

Connector Punctuation

Most occurring scripts

Most frequent character per script

Han

Latin

Hangul

Common

Cyrillic

Arabic

Devanagari